This markdown/html summarises a set of outer fold models primarily using the nested_rocs function in ../../3_Plotting_and_summary_scripts/plotting_scripts.r. This outputs ROC curves and a table of summaries for all aggregated outer folds.
load("/media/gcpeac/R4RA_machine_learning/Data/curated_input.rdata")
source("../../3_Plotting_and_summary_scripts/plotting_scripts.r")
library(ggplot2)
library(kableExtra)
library(plotROC)
library(pROC)
library(caret)
library(ggpubr)
library(DT)
library(tidyr)
library(dplyr)
knitr::opts_chunk$set(fig.width=12, fig.height=7, warning = FALSE)
df = rbind(t(data.frame(table(response_df$CDAI50_toc_resp)))[2, ],
t(data.frame(table(response_df$CDAI50_rtx_resp)))[2, ],
t(data.frame(table(response_df$CDAI50_any_resp)))[2, ])
dimnames(df) = list(c("Tocilizumab", "Rituximab", "Any"),
c("Non-Responder", "Responder"))
# Init Step to make sure that the dependencies are loaded
htmltools::tagList(DT::datatable(df, filter="top", width=900, height = "100%",
options=list(pageLength=3, lengthChange=FALSE)))
files = list.files("/media/lvm1/R4RA_ML_outputs",
pattern="all", full.names = T, recursive = T)
files = files[! grepl("clin_hist", files)]
files = files[! grepl("8781", files)] # can ignore since these converge to the same model
files = files[! grepl("visit7", files)]
l = length(strsplit(files[1],"/")[[1]])
for(x in files) {
k = gsub(".*_", "", strsplit(x,"/")[[1]][l-1])
n = gsub(".*_", "", strsplit(x,"/")[[1]][l-2])
load(x)
obj = ls(pattern="t_exp")
for(y in obj){
out = get(y)
invisible(lapply(1:length(out), function(z) out[[z]]$file <<- x))
assign(x=paste0(gsub("t_exp", "x_exp", y), "_", k, "_", n), out)
}
rm(list=obj)
}
data=ls(pattern="x_exp")
t_nested = lapply(data, get)
for(x in 1:length(t_nested)) {
for(j in 1:length(t_nested[[x]])){
if(class(t_nested[[x]][[j]]) != "try-error"){
t_nested[[x]][[j]]$type = t_nested[[x]][[j]]$filtering
t_nested[[x]][[j]]$info = data[x]
}
}
}
t_nested = unlist(t_nested, recursive=F)
paste("Removing", length(which(unlist(lapply(t_nested, class)) == "try-error")), "models which failed")
## [1] "Removing 0 models which failed"
t_nested = t_nested[unlist(lapply(t_nested, class)) != "try-error"]
names(t_nested) <- unlist(lapply(1:length(t_nested), function(x){
type <- t_nested[[x]]$info
gsub("\\.rdata", "", paste0(t_nested[[x]]$models[[1]]$metric, "_", type))
}))
names(t_nested)[grepl("^_x_", names(t_nested))]=paste0("CDAI50_toc_resp", names(t_nested)[grepl("^_x_", names(t_nested))])
l= length(unlist(strsplit(names(t_nested)[1], "_")))
input_vals = unique(unlist(lapply(names(t_nested), function(x) unlist(strsplit( x, "_"))[l])))
k_vals = unique(unlist(lapply(names(t_nested), function(x) unlist(strsplit(x, "_"))[l-1])))
filt_vals = unique(unlist(lapply(names(t_nested), function(x) unlist(strsplit(x, "_"))[l-3])))
drugs = unique(unlist(lapply(names(t_nested), function(x) unlist(strsplit(x, "_"))[2])))
remove(list = ls(pattern="x_exp"))
gc(verbose=F)
## used (Mb) gc trigger (Mb) max used (Mb)
## Ncells 49213115 2628.3 83461042 4457.4 50540178 2699.2
## Vcells 3630972825 27702.2 5358482710 40882.0 3728764569 28448.3
df_all = list()
for(inp in input_vals){
cat("\n\n## No features:", inp, "{.tabset .tabset-fade}" )
for(drug in drugs){
name = c("toc"="Tocilizumab", "rtx"="Rituximab", "any"="Refractory")[drug]
cat("\n\n### ", name, "{.tabset .tabset-fade}" )
for(filt in filt_vals){
cat("\n\n\n#### ", filt, "filtering {.tabset .tabset-fade}" )
k_use = names(t_nested[unlist(lapply(names(t_nested), function(x) unlist(strsplit(x, "_"))[l])) == inp])
k_use = k_use[grepl(filt, k_use)]
k_use = k_use[grepl(inp, k_use)]
k_use = unique(gsub(".*_", "", gsub(paste0("_", inp), "", k_use)))
for(k_in in k_use){
cat("\n\n\n##### k=", k_in, "##\n" )
o = try(nested_rocs(t_nested[unlist(lapply(names(t_nested), function(x) unlist(strsplit(x, "_"))[l])) == inp],
metric="CDAI50", drug=drug, filtering = filt, k=as.numeric(k_in)))
if(class(o) != "try-error"){
o2 = o$stats_df[, ! colnames(o$stats_df) %in% c("Left-out Stats", "Overall Stats")]
o2$Stat = gsub('[[:digit:]]+', '', rownames(o2))
o2$Stat[o2$Stat == "F"] = "F1"
o2 = o2 %>%
gather(key = "Set", value = "value", "Test Stats") %>% #, "Left-out Stats", "Overall Stats" ) %>%
mutate(filtering = unlist(lapply(strsplit(as.character(model), "_"), "[[", l-3)),
drug = unlist(lapply(strsplit(as.character(model), "_"), "[[", 2)),
model = unlist(lapply(strsplit(as.character(model), "_"), "[[", l-2)))
o3 = o2 %>% group_split(Stat)
names(o3) = levels(factor(o2$Stat))
o4 = do.call(cbind, o3)
o4 = o4[, ! grepl("model|Stat|Set|filtering|drug|file", colnames(o4))]
o4 = cbind(o3[[1]][, c("model","Set", "filtering", "drug", "file")], o4)
colnames(o4) = gsub("\\.value", "", colnames(o4))
o4$target_k = k_in
o4$n_input = inp
o4 = unique(o4)
o4 = o4[order(o4$AUC, decreasing = T), ]
temp = o$roc_df[o$roc_df$eval == "test", ]
temp = temp[! duplicated(temp$model), ]
o4$AUC_roc = temp$auc[match(o4$model, temp$model)]
print(htmltools::tagList(
DT::datatable(o4[, c('model', 'Set', 'filtering', 'drug', 'Accuracy',
'AUC', 'AUC_roc', 'Balanced Accuracy', 'F1', 'Kappa',
'McnemarPValue', 'Precision', 'Prevalence',
'Recall', 'Sensitivity', 'Specificity',
'Youden_sensitivity', 'Youden_specificity')],
filter="top", width=1500, rownames = FALSE,
options=list(scrollX=T, pageLength=12,
searchCols = list(NULL, list(search = 'Test Stats'),
rep(NULL, 13)))) %>%
formatRound(columns=c('Accuracy', 'AUC','AUC_roc', 'Balanced Accuracy', 'F1', 'Kappa',
'McnemarPValue', 'Precision', 'Prevalence',
'Recall', 'Sensitivity', 'Specificity',
'Youden_sensitivity', 'Youden_specificity'), digits=3)
))
print(o$combined)
o4 = o4[, c('model', 'Set', 'filtering', 'drug', 'Accuracy',
"target_k", "final_k", "mean_inner_k", "n_input",
'AUC','AUC_roc', 'Balanced Accuracy', 'F1', 'Kappa',
'McnemarPValue', 'Precision', 'Prevalence',
'Recall', 'Sensitivity', 'Specificity',
'Youden_sensitivity', 'Youden_specificity', 'file')]
df_all[[length(df_all)+1]] = o4
}
cat("\n\n" )
}
cat("\n\n" )
}
cat("\n\n" )
}
cat("\n\n" )
}
Error in data.frame(D = test_set\(observed, M1 = test_set\)R, Predicted = test_set$predicted, : arguments imply differing number of rows: 0, 1
df = do.call(rbind, df_all)
#save(df, file="/media/gcpeac/R4RA_machine_learning/Data/all_model_summaries2.rdata")
df2 = df[df$Set == "Test Stats", ]
df2 = df2[order(df2$AUC, decreasing=T), ]
kable(df2[! duplicated(paste(df2$drug, df2$filtering)), ], row.names = F) %>%
kable_styling()
| model | Set | filtering | drug | Accuracy | target_k | final_k | mean_inner_k | n_input | AUC | AUC_roc | Balanced Accuracy | F1 | Kappa | McnemarPValue | Precision | Prevalence | Recall | Sensitivity | Specificity | Youden_sensitivity | Youden_specificity | file |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| glmnet | Test Stats | rfe | any | 0.732142857142857 | 50 | 50: 112 | 50 | 2628 | 0.7265625 | 0.7265625 | 0.596875 | 0.829545454545455 | 0.227941176470588 | 0.00616989932054415 | 0.760416666666667 | 0.714285714285714 | 0.9125 | 0.9125 | 0.28125 | 0.7875 | 0.59375 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | rtx | 0.651685393258427 | 100 | 101: 9, 108: 10, 109: 8, 120: 10, 123: 9, 125: 8, 146: 10, 147: 9, 171: 8, 178: 8 | 131.943820224719 | 2628 | 0.724598930481283 | 0.724598930481283 | 0.617112299465241 | 0.507936507936508 | 0.240990371389271 | 0.472497614000689 | 0.551724137931034 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.763636363636364 | 0.852941176470588 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | none | any | 0.723214285714286 | 30 | 1447: 112 | 1447 | 1438 | 0.70859375 | 0.70859375 | 0.590625 | 0.822857142857143 | 0.210909090909091 | 0.011921001496914 | 0.757894736842105 | 0.714285714285714 | 0.9 | 0.9 | 0.28125 | 0.825 | 0.53125 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| rf | Test Stats | none | rtx | 0.640449438202247 | 25 | 1447: 89 | 1447 | 1438 | 0.698663101604278 | 0.698663101604278 | 0.596791443850267 | 0.466666666666667 | 0.202687569988802 | 0.21592493894014 | 0.538461538461538 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.781818181818182 | 0.882352941176471 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| rf | Test Stats | rfe | rtx | 0.662921348314607 | 50 | 50: 28, 2637: 61 | 1823.11235955056 | 2628 | 0.693048128342246 | 0.693048128342246 | 0.643048128342246 | 0.558823529411765 | 0.286096256684492 | 1 | 0.558823529411765 | 0.382022471910112 | 0.558823529411765 | 0.558823529411765 | 0.727272727272727 | 0.823529411764706 | 0.563636363636364 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | any | 0.714285714285714 | 25 | 28: 11, 32: 23, 36: 22, 40: 11, 43: 23, 60: 11, 81: 11 | 43 | 2628 | 0.689453125 | 0.689453125 | 0.621875 | 0.807228915662651 | 0.258278145695364 | 0.376759117811582 | 0.779069767441861 | 0.714285714285714 | 0.8375 | 0.8375 | 0.40625 | 0.825 | 0.53125 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | none | toc | 0.65979381443299 | 25 | 1447: 97 | 1447 | 1438 | 0.661125319693095 | 0.661125319693095 | 0.658354646206309 | 0.637362637362637 | 0.317047151696181 | 1 | 0.644444444444444 | 0.474226804123711 | 0.630434782608696 | 0.630434782608696 | 0.686274509803922 | 0.673913043478261 | 0.647058823529412 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_glmnet_10.rdata |
| svmPoly | Test Stats | rfe | toc | 0.618556701030928 | 25 | 50: 49, 1447: 48 | 741.298969072165 | 1438 | 0.649190110826939 | 0.649190110826939 | 0.614876385336743 | 0.574712643678161 | 0.230983501178487 | 0.510797798173896 | 0.609756097560976 | 0.474226804123711 | 0.543478260869565 | 0.543478260869565 | 0.686274509803922 | 0.760869565217391 | 0.549019607843137 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | uni | toc | 0.670103092783505 | 30 | 30: 10, 34: 19, 35: 38, 36: 10, 37: 20 | 34.8041237113402 | 1438 | 0.638959931798807 | 0.638959931798807 | 0.666027280477408 | 0.627906976744186 | 0.334191334191334 | 0.376759117811582 | 0.675 | 0.474226804123711 | 0.58695652173913 | 0.58695652173913 | 0.745098039215686 | 0.58695652173913 | 0.745098039215686 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_glmnet_10.rdata |
kable(df2, row.names = F) %>% kable_styling() %>%
scroll_box(height = "800px")
| model | Set | filtering | drug | Accuracy | target_k | final_k | mean_inner_k | n_input | AUC | AUC_roc | Balanced Accuracy | F1 | Kappa | McnemarPValue | Precision | Prevalence | Recall | Sensitivity | Specificity | Youden_sensitivity | Youden_specificity | file |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| glmnet | Test Stats | rfe | any | 0.732142857142857 | 50 | 50: 112 | 50 | 2628 | 0.7265625 | 0.7265625 | 0.596875 | 0.829545454545455 | 0.227941176470588 | 0.00616989932054415 | 0.760416666666667 | 0.714285714285714 | 0.9125 | 0.9125 | 0.28125 | 0.7875 | 0.59375 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | rtx | 0.651685393258427 | 100 | 101: 9, 108: 10, 109: 8, 120: 10, 123: 9, 125: 8, 146: 10, 147: 9, 171: 8, 178: 8 | 131.943820224719 | 2628 | 0.724598930481283 | 0.724598930481283 | 0.617112299465241 | 0.507936507936508 | 0.240990371389271 | 0.472497614000689 | 0.551724137931034 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.763636363636364 | 0.852941176470588 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | uni | rtx | 0.685393258426966 | 50 | 51: 10, 52: 17, 54: 10, 57: 10, 60: 8, 64: 8, 68: 9, 75: 9, 78: 8 | 60.752808988764 | 1438 | 0.722994652406417 | 0.722994652406417 | 0.661229946524064 | 0.575757575757576 | 0.326122228231477 | 0.850106739138526 | 0.59375 | 0.382022471910112 | 0.558823529411765 | 0.558823529411765 | 0.763636363636364 | 0.764705882352941 | 0.618181818181818 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | none | any | 0.723214285714286 | 30 | 1447: 112 | 1447 | 1438 | 0.70859375 | 0.70859375 | 0.590625 | 0.822857142857143 | 0.210909090909091 | 0.011921001496914 | 0.757894736842105 | 0.714285714285714 | 0.9 | 0.9 | 0.28125 | 0.825 | 0.53125 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | rfe | any | 0.714285714285714 | 25 | 1447: 112 | 1447 | 1438 | 0.70546875 | 0.70546875 | 0.565625 | 0.820224719101124 | 0.157894736842105 | 0.00265402935948234 | 0.744897959183674 | 0.714285714285714 | 0.9125 | 0.9125 | 0.21875 | 0.7625 | 0.65625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| gbm | Test Stats | uni | rtx | 0.696629213483146 | 100 | 111: 10, 122: 9, 126: 9, 131: 19, 134: 9, 135: 8, 142: 8, 157: 8, 176: 9 | 135.876404494382 | 2628 | 0.705347593582888 | 0.705347593582888 | 0.670320855614973 | 0.584615384615385 | 0.34647810715257 | 0.70031137293689 | 0.612903225806452 | 0.382022471910112 | 0.558823529411765 | 0.558823529411765 | 0.781818181818182 | 0.617647058823529 | 0.781818181818182 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_gbm_10.rdata |
| svmRadial | Test Stats | none | any | 0.758928571428571 | 50 | 1447: 112 | 1447 | 1438 | 0.705078125 | 0.705078125 | 0.64375 | 0.84393063583815 | 0.327402135231317 | 0.0209213353377941 | 0.78494623655914 | 0.714285714285714 | 0.9125 | 0.9125 | 0.375 | 0.725 | 0.6875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | none | any | 0.714285714285714 | 30 | 1447: 112 | 1447 | 1438 | 0.703125 | 0.703125 | 0.546875 | 0.824175824175824 | 0.118110236220473 | 0.000205375736141218 | 0.735294117647059 | 0.714285714285714 | 0.9375 | 0.9375 | 0.15625 | 0.7 | 0.71875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | rfe | any | 0.758928571428571 | 50 | 50: 44, 2637: 68 | 1620.67857142857 | 2628 | 0.7001953125 | 0.7001953125 | 0.625 | 0.847457627118644 | 0.297397769516729 | 0.00207556292574271 | 0.77319587628866 | 0.714285714285714 | 0.9375 | 0.9375 | 0.3125 | 0.7375 | 0.625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | rtx | 0.674157303370786 | 30 | 33: 10, 34: 8, 35: 9, 37: 27, 40: 9, 41: 17, 44: 9 | 37.8539325842697 | 1438 | 0.7 | 0.7 | 0.646524064171123 | 0.553846153846154 | 0.29806907805276 | 0.710346568995567 | 0.580645161290323 | 0.382022471910112 | 0.529411764705882 | 0.529411764705882 | 0.763636363636364 | 0.852941176470588 | 0.545454545454545 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| rf | Test Stats | none | rtx | 0.640449438202247 | 25 | 1447: 89 | 1447 | 1438 | 0.698663101604278 | 0.698663101604278 | 0.596791443850267 | 0.466666666666667 | 0.202687569988802 | 0.21592493894014 | 0.538461538461538 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.781818181818182 | 0.882352941176471 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | rfe | any | 0.732142857142857 | 50 | 50: 33, 2637: 79 | 1874.75892857143 | 2628 | 0.69765625 | 0.69765625 | 0.60625 | 0.827586206896552 | 0.244604316546762 | 0.0176220909623244 | 0.765957446808511 | 0.714285714285714 | 0.9 | 0.9 | 0.3125 | 0.6125 | 0.75 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | uni | rtx | 0.651685393258427 | 50 | 54: 8, 56: 9, 58: 10, 59: 18, 60: 10, 61: 8, 63: 17, 64: 9 | 59.6966292134831 | 1438 | 0.69572192513369 | 0.69572192513369 | 0.611497326203209 | 0.491803278688525 | 0.232118007236293 | 0.281198099564179 | 0.555555555555556 | 0.382022471910112 | 0.441176470588235 | 0.441176470588235 | 0.781818181818182 | 0.852941176470588 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | none | any | 0.723214285714286 | 25 | 1447: 112 | 1447 | 1438 | 0.69453125 | 0.69453125 | 0.58125 | 0.824858757062147 | 0.193308550185874 | 0.0040571360323713 | 0.752577319587629 | 0.714285714285714 | 0.9125 | 0.9125 | 0.25 | 0.7375 | 0.71875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| rf | Test Stats | rfe | rtx | 0.662921348314607 | 50 | 50: 28, 2637: 61 | 1823.11235955056 | 2628 | 0.693048128342246 | 0.693048128342246 | 0.643048128342246 | 0.558823529411765 | 0.286096256684492 | 1 | 0.558823529411765 | 0.382022471910112 | 0.558823529411765 | 0.558823529411765 | 0.727272727272727 | 0.823529411764706 | 0.563636363636364 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | none | rtx | 0.617977528089888 | 25 | 1447: 89 | 1447 | 1438 | 0.69144385026738 | 0.69144385026738 | 0.561764705882353 | 0.392857142857143 | 0.132454128440367 | 0.0592297037272792 | 0.5 | 0.382022471910112 | 0.323529411764706 | 0.323529411764706 | 0.8 | 0.764705882352941 | 0.6 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| glmnet | Test Stats | uni | any | 0.714285714285714 | 25 | 28: 11, 32: 23, 36: 22, 40: 11, 43: 23, 60: 11, 81: 11 | 43 | 2628 | 0.689453125 | 0.689453125 | 0.621875 | 0.807228915662651 | 0.258278145695364 | 0.376759117811582 | 0.779069767441861 | 0.714285714285714 | 0.8375 | 0.8375 | 0.40625 | 0.825 | 0.53125 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | uni | rtx | 0.662921348314607 | 50 | 61: 9, 63: 9, 64: 10, 68: 10, 72: 8, 74: 9, 77: 8, 81: 8, 82: 18 | 72.1123595505618 | 2628 | 0.687165775401069 | 0.687165775401069 | 0.637433155080214 | 0.545454545454546 | 0.277988101676582 | 0.855132140584706 | 0.5625 | 0.382022471910112 | 0.529411764705882 | 0.529411764705882 | 0.745454545454545 | 0.823529411764706 | 0.527272727272727 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_glmnet_10.rdata |
| rf | Test Stats | uni | rtx | 0.651685393258427 | 25 | 27: 8, 31: 9, 32: 9, 37: 10, 38: 18, 46: 10, 59: 17, 95: 8 | 45.6179775280899 | 2628 | 0.686096256684492 | 0.686096256684492 | 0.633957219251337 | 0.550724637681159 | 0.266418505716565 | 1 | 0.542857142857143 | 0.382022471910112 | 0.558823529411765 | 0.558823529411765 | 0.709090909090909 | 0.764705882352941 | 0.6 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_rf_10.rdata |
| gbm | Test Stats | uni | any | 0.696428571428571 | 50 | 314: 11, 334: 11, 363: 11, 366: 11, 369: 12, 374: 11, 419: 11, 441: 12, 469: 11, 476: 11 | 392.723214285714 | 1438 | 0.685546875 | 0.685546875 | 0.571875 | 0.802325581395349 | 0.161971830985915 | 0.0592297037272792 | 0.75 | 0.714285714285714 | 0.8625 | 0.8625 | 0.28125 | 0.7625 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_gbm_10.rdata |
| svmPoly | Test Stats | none | any | 0.714285714285714 | 25 | 1447: 112 | 1447 | 1438 | 0.683203125 | 0.683203125 | 0.5375 | 0.826086956521739 | 0.0967741935483869 | 4.78548397437734e-05 | 0.730769230769231 | 0.714285714285714 | 0.95 | 0.95 | 0.125 | 0.7875 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | uni | any | 0.723214285714286 | 30 | 30: 22, 31: 11, 32: 11, 34: 11, 35: 11, 38: 11, 44: 12, 49: 11, 57: 12 | 38.2232142857143 | 1438 | 0.6826171875 | 0.6826171875 | 0.590625 | 0.822857142857143 | 0.210909090909091 | 0.011921001496914 | 0.757894736842105 | 0.714285714285714 | 0.9 | 0.9 | 0.28125 | 0.7 | 0.65625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | rfe | any | 0.714285714285714 | 100 | 100: 33, 2637: 79 | 1889.49107142857 | 2628 | 0.682421875 | 0.682421875 | 0.546875 | 0.824175824175824 | 0.118110236220473 | 0.000205375736141218 | 0.735294117647059 | 0.714285714285714 | 0.9375 | 0.9375 | 0.15625 | 0.8625 | 0.4375 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | none | any | 0.732142857142857 | 30 | 1447: 112 | 1447 | 1438 | 0.68203125 | 0.68203125 | 0.653125 | 0.817073170731707 | 0.318181818181818 | 0.583882420770365 | 0.797619047619048 | 0.714285714285714 | 0.8375 | 0.8375 | 0.46875 | 0.7625 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_glmnet_10.rdata |
| rf | Test Stats | uni | any | 0.732142857142857 | 50 | 55: 11, 58: 24, 61: 11, 63: 11, 65: 11, 69: 11, 70: 11, 75: 11, 82: 11 | 65.4642857142857 | 1438 | 0.677734375 | 0.677734375 | 0.615625 | 0.825581395348837 | 0.26056338028169 | 0.0446097180249397 | 0.771739130434783 | 0.714285714285714 | 0.8875 | 0.8875 | 0.34375 | 0.5 | 0.84375 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | uni | any | 0.705357142857143 | 30 | 31: 12, 38: 23, 40: 11, 43: 22, 50: 11, 51: 11, 53: 11, 60: 11 | 44.5178571428571 | 1438 | 0.677734375 | 0.677734375 | 0.578125 | 0.809248554913295 | 0.177935943060498 | 0.0367138563627041 | 0.752688172043011 | 0.714285714285714 | 0.875 | 0.875 | 0.28125 | 0.6375 | 0.6875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | rfe | any | 0.741071428571429 | 25 | 50: 22, 1447: 90 | 1172.58928571429 | 1438 | 0.6775390625 | 0.6775390625 | 0.59375 | 0.837988826815642 | 0.228136882129278 | 0.000830225427744888 | 0.757575757575758 | 0.714285714285714 | 0.9375 | 0.9375 | 0.25 | 0.6375 | 0.6875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| gbm | Test Stats | uni | rtx | 0.651685393258427 | 50 | 55: 17, 58: 9, 70: 10, 71: 9, 74: 8, 78: 9, 87: 9, 90: 8, 101: 10 | 74.1910112359551 | 2628 | 0.675935828877005 | 0.675935828877005 | 0.617112299465241 | 0.507936507936508 | 0.240990371389271 | 0.472497614000689 | 0.551724137931034 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.763636363636364 | 0.823529411764706 | 0.527272727272727 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_gbm_10.rdata |
| rf | Test Stats | rfe | any | 0.732142857142857 | 50 | 50: 46, 1447: 66 | 873.232142857143 | 1438 | 0.675 | 0.675 | 0.5875 | 0.831460674157303 | 0.210526315789474 | 0.00191077513736444 | 0.755102040816326 | 0.714285714285714 | 0.925 | 0.925 | 0.25 | 0.85 | 0.4375 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | rfe | rtx | 0.674157303370786 | 50 | 50: 8, 1447: 81 | 1321.42696629213 | 1438 | 0.67379679144385 | 0.67379679144385 | 0.607219251336898 | 0.431372549019608 | 0.237067691398167 | 0.00296710589864761 | 0.647058823529412 | 0.382022471910112 | 0.323529411764706 | 0.323529411764706 | 0.890909090909091 | 0.617647058823529 | 0.763636363636364 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | uni | any | 0.732142857142857 | 100 | 103: 11, 110: 11, 112: 12, 116: 11, 124: 12, 129: 11, 132: 11, 135: 11, 136: 11, 150: 11 | 124.580357142857 | 2628 | 0.6734375 | 0.6734375 | 0.615625 | 0.825581395348837 | 0.26056338028169 | 0.0446097180249397 | 0.771739130434783 | 0.714285714285714 | 0.8875 | 0.8875 | 0.34375 | 0.4875 | 0.78125 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | none | any | 0.705357142857143 | 25 | 1447: 112 | 1447 | 1438 | 0.673046875 | 0.673046875 | 0.56875 | 0.811428571428571 | 0.16 | 0.0148061091273485 | 0.747368421052632 | 0.714285714285714 | 0.8875 | 0.8875 | 0.25 | 0.8375 | 0.4375 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_glmnet_10.rdata |
| rf | Test Stats | none | rtx | 0.617977528089888 | 50 | 1447: 89 | 1447 | 1438 | 0.670588235294118 | 0.670588235294118 | 0.578609625668449 | 0.451612903225806 | 0.162700608743774 | 0.391172522810139 | 0.5 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.745454545454545 | 0.735294117647059 | 0.654545454545455 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| rf | Test Stats | none | any | 0.758928571428571 | 25 | 1447: 112 | 1447 | 1438 | 0.6703125 | 0.6703125 | 0.615625 | 0.849162011173184 | 0.281368821292776 | 0.00053200550513925 | 0.767676767676768 | 0.714285714285714 | 0.95 | 0.95 | 0.28125 | 0.775 | 0.5 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | rfe | rtx | 0.617977528089888 | 30 | 50: 28, 1447: 61 | 1007.49438202247 | 1438 | 0.670053475935829 | 0.670053475935829 | 0.556149732620321 | 0.37037037037037 | 0.12188044109112 | 0.0257818777774725 | 0.5 | 0.382022471910112 | 0.294117647058824 | 0.294117647058824 | 0.818181818181818 | 0.911764705882353 | 0.436363636363636 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | none | rtx | 0.629213483146067 | 50 | 1447: 89 | 1447 | 1438 | 0.668983957219251 | 0.668983957219251 | 0.56524064171123 | 0.377358490566038 | 0.142481751824818 | 0.0148061091273485 | 0.526315789473684 | 0.382022471910112 | 0.294117647058824 | 0.294117647058824 | 0.836363636363636 | 0.852941176470588 | 0.490909090909091 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| rf | Test Stats | none | any | 0.696428571428571 | 30 | 1447: 112 | 1447 | 1438 | 0.6689453125 | 0.6689453125 | 0.54375 | 0.808988764044944 | 0.105263157894737 | 0.00355146480770608 | 0.73469387755102 | 0.714285714285714 | 0.9 | 0.9 | 0.1875 | 0.85 | 0.46875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | rfe | any | 0.714285714285714 | 30 | 50: 11, 1447: 101 | 1309.79464285714 | 1438 | 0.66875 | 0.66875 | 0.575 | 0.818181818181818 | 0.176470588235294 | 0.00800994232988003 | 0.75 | 0.714285714285714 | 0.9 | 0.9 | 0.25 | 0.7125 | 0.625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | rfe | rtx | 0.651685393258427 | 50 | 50: 26, 2637: 63 | 1881.24719101124 | 2628 | 0.667914438502674 | 0.667914438502674 | 0.605882352941177 | 0.474576271186441 | 0.22303576457336 | 0.150762775026645 | 0.56 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.8 | 0.676470588235294 | 0.672727272727273 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | none | rtx | 0.595505617977528 | 30 | 1447: 89 | 1447 | 1438 | 0.667379679144385 | 0.667379679144385 | 0.509893048128342 | 0.217391304347826 | 0.0225747406955461 | 0.00046525815807105 | 0.416666666666667 | 0.382022471910112 | 0.147058823529412 | 0.147058823529412 | 0.872727272727273 | 0.735294117647059 | 0.636363636363636 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | rfe | rtx | 0.640449438202247 | 25 | 50: 17, 1447: 72 | 1180.15730337079 | 1438 | 0.666844919786096 | 0.666844919786096 | 0.596791443850267 | 0.466666666666667 | 0.202687569988802 | 0.21592493894014 | 0.538461538461538 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.781818181818182 | 0.764705882352941 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | uni | rtx | 0.617977528089888 | 100 | 105: 9, 107: 8, 114: 9, 116: 9, 124: 10, 131: 9, 132: 9, 139: 8, 146: 9, 161: 9 | 127.561797752809 | 2628 | 0.666310160427807 | 0.666310160427807 | 0.578609625668449 | 0.451612903225806 | 0.162700608743774 | 0.391172522810139 | 0.5 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.745454545454545 | 0.764705882352941 | 0.6 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | none | any | 0.732142857142857 | 50 | 1447: 112 | 1447 | 1438 | 0.665625 | 0.665625 | 0.596875 | 0.829545454545455 | 0.227941176470588 | 0.00616989932054415 | 0.760416666666667 | 0.714285714285714 | 0.9125 | 0.9125 | 0.28125 | 0.7125 | 0.65625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | rfe | any | 0.732142857142857 | 50 | 50: 22, 2637: 90 | 2128.83928571429 | 2628 | 0.664453125 | 0.664453125 | 0.578125 | 0.833333333333333 | 0.192307692307692 | 0.000522575395124247 | 0.75 | 0.714285714285714 | 0.9375 | 0.9375 | 0.21875 | 0.775 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | rfe | rtx | 0.640449438202247 | 50 | 50: 18, 1447: 71 | 1164.4606741573 | 1438 | 0.664171122994652 | 0.664171122994652 | 0.613636363636364 | 0.515151515151515 | 0.229853975121687 | 0.859683795198666 | 0.53125 | 0.382022471910112 | 0.5 | 0.5 | 0.727272727272727 | 0.5 | 0.8 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | rtx | 0.640449438202247 | 50 | 53: 9, 58: 10, 60: 9, 68: 9, 73: 9, 78: 9, 80: 16, 83: 8, 126: 10 | 76.0898876404494 | 2628 | 0.664171122994652 | 0.664171122994652 | 0.608021390374332 | 0.5 | 0.221006564551423 | 0.595883090565178 | 0.533333333333333 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.745454545454545 | 0.705882352941177 | 0.636363636363636 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_svmRadial_10.rdata |
| rf | Test Stats | uni | any | 0.741071428571429 | 100 | 107: 12, 109: 22, 111: 11, 123: 11, 124: 11, 129: 11, 130: 12, 139: 11, 140: 11 | 122.035714285714 | 2628 | 0.6638671875 | 0.6638671875 | 0.621875 | 0.832369942196532 | 0.277580071174377 | 0.0258575804634429 | 0.774193548387097 | 0.714285714285714 | 0.9 | 0.9 | 0.34375 | 0.85 | 0.46875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_rf_10.rdata |
| rf | Test Stats | rfe | any | 0.732142857142857 | 100 | 100: 78, 2637: 34 | 870.160714285714 | 2628 | 0.66328125 | 0.66328125 | 0.60625 | 0.827586206896552 | 0.244604316546762 | 0.0176220909623244 | 0.765957446808511 | 0.714285714285714 | 0.9 | 0.9 | 0.3125 | 0.45 | 0.8125 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | rtx | 0.651685393258427 | 25 | 26: 10, 28: 18, 31: 26, 35: 9, 37: 9, 38: 8, 42: 9 | 32.5842696629214 | 1438 | 0.662032085561497 | 0.662032085561497 | 0.605882352941177 | 0.474576271186441 | 0.22303576457336 | 0.150762775026645 | 0.56 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.8 | 0.558823529411765 | 0.745454545454545 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| glmnet | Test Stats | none | toc | 0.65979381443299 | 25 | 1447: 97 | 1447 | 1438 | 0.661125319693095 | 0.661125319693095 | 0.658354646206309 | 0.637362637362637 | 0.317047151696181 | 1 | 0.644444444444444 | 0.474226804123711 | 0.630434782608696 | 0.630434782608696 | 0.686274509803922 | 0.673913043478261 | 0.647058823529412 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | none | any | 0.625 | 50 | 1447: 112 | 1447 | 1438 | 0.660546875 | 0.660546875 | 0.49375 | 0.752941176470588 | -0.013793103448276 | 0.164914822553301 | 0.711111111111111 | 0.714285714285714 | 0.8 | 0.8 | 0.1875 | 0.65 | 0.6875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_glmnet_10.rdata |
| rf | Test Stats | rfe | any | 0.732142857142857 | 30 | 50: 22, 1447: 90 | 1172.58928571429 | 1438 | 0.660546875 | 0.660546875 | 0.5875 | 0.831460674157303 | 0.210526315789474 | 0.00191077513736444 | 0.755102040816326 | 0.714285714285714 | 0.925 | 0.925 | 0.25 | 0.575 | 0.75 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | rtx | 0.617977528089888 | 50 | 51: 18, 53: 10, 54: 9, 56: 8, 58: 8, 59: 8, 67: 10, 68: 8, 77: 10 | 59.5730337078652 | 1438 | 0.659893048128342 | 0.659893048128342 | 0.578609625668449 | 0.451612903225806 | 0.162700608743774 | 0.391172522810139 | 0.5 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.745454545454545 | 0.705882352941177 | 0.636363636363636 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_glmnet_10.rdata |
| rf | Test Stats | none | rtx | 0.674157303370786 | 30 | 1447: 89 | 1447 | 1438 | 0.659358288770053 | 0.659358288770053 | 0.629679144385027 | 0.508474576271187 | 0.273162489439594 | 0.137394825855801 | 0.6 | 0.382022471910112 | 0.441176470588235 | 0.441176470588235 | 0.818181818181818 | 0.794117647058823 | 0.636363636363636 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| rf | Test Stats | uni | rtx | 0.696629213483146 | 30 | 30: 8, 32: 10, 33: 9, 35: 8, 37: 9, 41: 18, 44: 9, 54: 9, 62: 9 | 40.9887640449438 | 1438 | 0.659090909090909 | 0.659090909090909 | 0.675935828877005 | 0.597014925373134 | 0.353858564130143 | 1 | 0.606060606060606 | 0.382022471910112 | 0.588235294117647 | 0.588235294117647 | 0.763636363636364 | 0.764705882352941 | 0.618181818181818 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | none | any | 0.705357142857143 | 50 | 1447: 112 | 1447 | 1438 | 0.658203125 | 0.658203125 | 0.540625 | 0.81767955801105 | 0.101167315175098 | 0.000498514893575205 | 0.732673267326733 | 0.714285714285714 | 0.925 | 0.925 | 0.15625 | 0.825 | 0.53125 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | rfe | any | 0.714285714285714 | 50 | 50: 44, 1447: 68 | 898.178571428571 | 1438 | 0.658203125 | 0.658203125 | 0.565625 | 0.820224719101124 | 0.157894736842105 | 0.00265402935948234 | 0.744897959183674 | 0.714285714285714 | 0.9125 | 0.9125 | 0.21875 | 0.7375 | 0.59375 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | uni | rtx | 0.674157303370786 | 25 | 28: 9, 29: 10, 30: 9, 31: 8, 33: 17, 36: 9, 39: 9, 41: 9, 42: 9 | 34.1910112359551 | 1438 | 0.657754010695187 | 0.657754010695187 | 0.640909090909091 | 0.53968253968254 | 0.289958734525447 | 0.457614066876315 | 0.586206896551724 | 0.382022471910112 | 0.5 | 0.5 | 0.781818181818182 | 0.676470588235294 | 0.727272727272727 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | uni | any | 0.741071428571429 | 50 | 51: 11, 64: 11, 67: 11, 69: 12, 79: 11, 84: 11, 92: 11, 95: 11, 97: 12, 125: 11 | 82.3125 | 2628 | 0.657421875 | 0.657421875 | 0.6125 | 0.834285714285714 | 0.261818181818182 | 0.00932958471977156 | 0.768421052631579 | 0.714285714285714 | 0.9125 | 0.9125 | 0.3125 | 0.7625 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | rfe | rtx | 0.606741573033708 | 100 | 100: 9, 2637: 80 | 2380.44943820225 | 2628 | 0.65668449197861 | 0.65668449197861 | 0.54144385026738 | 0.339622641509434 | 0.0905109489051097 | 0.0179604775260788 | 0.473684210526316 | 0.382022471910112 | 0.264705882352941 | 0.264705882352941 | 0.818181818181818 | 0.676470588235294 | 0.709090909090909 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | rfe | rtx | 0.640449438202247 | 100 | 100: 46, 2637: 43 | 1325.74157303371 | 2628 | 0.655080213903743 | 0.655080213903743 | 0.602406417112299 | 0.483870967741935 | 0.211953514111788 | 0.376759117811582 | 0.535714285714286 | 0.382022471910112 | 0.441176470588235 | 0.441176470588235 | 0.763636363636364 | 0.617647058823529 | 0.690909090909091 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | rfe | any | 0.741071428571429 | 100 | 100: 34, 2637: 78 | 1866.83928571429 | 2628 | 0.6546875 | 0.6546875 | 0.6125 | 0.834285714285714 | 0.261818181818182 | 0.00932958471977156 | 0.768421052631579 | 0.714285714285714 | 0.9125 | 0.9125 | 0.3125 | 0.8625 | 0.46875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | uni | any | 0.696428571428571 | 25 | 26: 11, 27: 11, 31: 23, 32: 12, 40: 11, 42: 11, 45: 11, 57: 11, 85: 11 | 41.4196428571429 | 2628 | 0.6546875 | 0.6546875 | 0.58125 | 0.8 | 0.179310344827586 | 0.122712594728169 | 0.755555555555556 | 0.714285714285714 | 0.85 | 0.85 | 0.3125 | 0.825 | 0.46875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | uni | rtx | 0.595505617977528 | 25 | 26: 9, 32: 9, 36: 9, 38: 16, 46: 10, 48: 18, 62: 10, 65: 8 | 44.0224719101124 | 2628 | 0.654545454545455 | 0.654545454545455 | 0.566042780748663 | 0.454545454545455 | 0.133585722011898 | 0.867632334778193 | 0.46875 | 0.382022471910112 | 0.441176470588235 | 0.441176470588235 | 0.690909090909091 | 0.852941176470588 | 0.472727272727273 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_glmnet_10.rdata |
| svmRadial | Test Stats | uni | any | 0.741071428571429 | 30 | 31: 11, 35: 12, 37: 11, 38: 11, 41: 11, 43: 11, 44: 23, 48: 11, 51: 11 | 41.1696428571429 | 1438 | 0.65390625 | 0.65390625 | 0.59375 | 0.837988826815642 | 0.228136882129278 | 0.000830225427744888 | 0.757575757575758 | 0.714285714285714 | 0.9375 | 0.9375 | 0.25 | 0.85 | 0.46875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| xgbLinear | Test Stats | uni | any | 0.714285714285714 | 100 | 115: 22, 123: 11, 130: 23, 133: 12, 142: 11, 145: 11, 146: 11, 157: 11 | 133.5625 | 2628 | 0.653515625 | 0.653515625 | 0.59375 | 0.813953488372093 | 0.211267605633803 | 0.0518299272179097 | 0.760869565217391 | 0.714285714285714 | 0.875 | 0.875 | 0.3125 | 0.4 | 0.875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_xgbLinear_10.rdata |
| rf | Test Stats | uni | any | 0.723214285714286 | 25 | 25: 12, 26: 11, 30: 22, 34: 11, 42: 12, 45: 11, 51: 11, 59: 11, 61: 11 | 40.1785714285714 | 2628 | 0.6529296875 | 0.6529296875 | 0.61875 | 0.816568047337278 | 0.25938566552901 | 0.150762775026645 | 0.775280898876405 | 0.714285714285714 | 0.8625 | 0.8625 | 0.375 | 0.85 | 0.4375 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_rf_10.rdata |
| glmnet | Test Stats | rfe | rtx | 0.662921348314607 | 50 | 50: 35, 2637: 54 | 1619.6404494382 | 2628 | 0.651871657754011 | 0.651871657754011 | 0.609358288770053 | 0.464285714285714 | 0.234518348623853 | 0.0446097180249397 | 0.590909090909091 | 0.382022471910112 | 0.382352941176471 | 0.382352941176471 | 0.836363636363636 | 0.529411764705882 | 0.781818181818182 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | rtx | 0.617977528089888 | 100 | 103: 9, 105: 9, 113: 8, 114: 9, 122: 9, 123: 9, 127: 9, 137: 19, 146: 8 | 122.707865168539 | 2628 | 0.649732620320856 | 0.649732620320856 | 0.572994652406417 | 0.433333333333333 | 0.152855543113102 | 0.229949056794214 | 0.5 | 0.382022471910112 | 0.382352941176471 | 0.382352941176471 | 0.763636363636364 | 0.676470588235294 | 0.6 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_glmnet_10.rdata |
| rf | Test Stats | rfe | rtx | 0.629213483146067 | 30 | 50: 26, 1447: 63 | 1038.88764044944 | 1438 | 0.649197860962567 | 0.649197860962567 | 0.582085561497326 | 0.440677966101695 | 0.172909039707125 | 0.163734354324592 | 0.52 | 0.382022471910112 | 0.382352941176471 | 0.382352941176471 | 0.781818181818182 | 0.794117647058823 | 0.618181818181818 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | rfe | toc | 0.618556701030928 | 25 | 50: 49, 1447: 48 | 741.298969072165 | 1438 | 0.649190110826939 | 0.649190110826939 | 0.614876385336743 | 0.574712643678161 | 0.230983501178487 | 0.510797798173896 | 0.609756097560976 | 0.474226804123711 | 0.543478260869565 | 0.543478260869565 | 0.686274509803922 | 0.760869565217391 | 0.549019607843137 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | uni | any | 0.723214285714286 | 50 | 56: 22, 59: 11, 60: 22, 63: 12, 67: 11, 68: 11, 78: 11, 80: 12 | 64.8214285714286 | 1438 | 0.648828125 | 0.648828125 | 0.609375 | 0.818713450292398 | 0.24390243902439 | 0.0724860850868464 | 0.769230769230769 | 0.714285714285714 | 0.875 | 0.875 | 0.34375 | 0.6375 | 0.65625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | rfe | any | 0.714285714285714 | 50 | 50: 33, 1447: 79 | 1035.38392857143 | 1438 | 0.6484375 | 0.6484375 | 0.584375 | 0.816091954022989 | 0.194244604316547 | 0.0215562667600163 | 0.75531914893617 | 0.714285714285714 | 0.8875 | 0.8875 | 0.28125 | 0.675 | 0.65625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| xgbLinear | Test Stats | uni | any | 0.723214285714286 | 50 | 50: 11, 52: 11, 54: 11, 55: 11, 58: 23, 66: 11, 72: 12, 79: 11, 84: 11 | 62.8392857142857 | 2628 | 0.647265625 | 0.647265625 | 0.609375 | 0.818713450292398 | 0.24390243902439 | 0.0724860850868464 | 0.769230769230769 | 0.714285714285714 | 0.875 | 0.875 | 0.34375 | 0.75 | 0.65625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_xgbLinear_10.rdata |
| svmPoly | Test Stats | uni | rtx | 0.595505617977528 | 30 | 34: 10, 35: 18, 38: 9, 39: 8, 40: 10, 41: 8, 42: 10, 43: 8, 57: 8 | 40.1348314606742 | 1438 | 0.646524064171123 | 0.646524064171123 | 0.566042780748663 | 0.454545454545455 | 0.133585722011898 | 0.867632334778193 | 0.46875 | 0.382022471910112 | 0.441176470588235 | 0.441176470588235 | 0.690909090909091 | 0.676470588235294 | 0.618181818181818 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | uni | any | 0.696428571428571 | 25 | 26: 12, 28: 22, 31: 11, 34: 11, 38: 11, 40: 11, 42: 11, 45: 11, 50: 12 | 36.2321428571429 | 1438 | 0.644921875 | 0.644921875 | 0.571875 | 0.802325581395349 | 0.161971830985915 | 0.0592297037272792 | 0.75 | 0.714285714285714 | 0.8625 | 0.8625 | 0.28125 | 0.6 | 0.6875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| rf | Test Stats | rfe | rtx | 0.595505617977528 | 100 | 100: 44, 2637: 45 | 1382.75280898876 | 2628 | 0.643048128342246 | 0.643048128342246 | 0.554812834224599 | 0.419354838709677 | 0.113447703375761 | 0.404656761927286 | 0.464285714285714 | 0.382022471910112 | 0.382352941176471 | 0.382352941176471 | 0.727272727272727 | 0.823529411764706 | 0.563636363636364 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_rf_10.rdata |
| rf | Test Stats | rfe | rtx | 0.651685393258427 | 25 | 50: 36, 1447: 53 | 881.921348314607 | 1438 | 0.639839572192513 | 0.639839572192513 | 0.617112299465241 | 0.507936507936508 | 0.240990371389271 | 0.472497614000689 | 0.551724137931034 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.763636363636364 | 0.823529411764706 | 0.527272727272727 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | toc | 0.670103092783505 | 30 | 30: 10, 34: 19, 35: 38, 36: 10, 37: 20 | 34.8041237113402 | 1438 | 0.638959931798807 | 0.638959931798807 | 0.666027280477408 | 0.627906976744186 | 0.334191334191334 | 0.376759117811582 | 0.675 | 0.474226804123711 | 0.58695652173913 | 0.58695652173913 | 0.745098039215686 | 0.58695652173913 | 0.745098039215686 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_glmnet_10.rdata |
| svmPoly | Test Stats | none | rtx | 0.617977528089888 | 50 | 1447: 89 | 1447 | 1438 | 0.638502673796791 | 0.638502673796791 | 0.522459893048128 | 0.19047619047619 | 0.0525986224170319 | 1.807240237423e-05 | 0.5 | 0.382022471910112 | 0.117647058823529 | 0.117647058823529 | 0.927272727272727 | 0.705882352941177 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | rfe | any | 0.705357142857143 | 30 | 50: 23, 1447: 89 | 1160.11607142857 | 1438 | 0.637890625 | 0.637890625 | 0.559375 | 0.813559322033898 | 0.141263940520446 | 0.00534877052048204 | 0.742268041237113 | 0.714285714285714 | 0.9 | 0.9 | 0.21875 | 0.725 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | uni | rtx | 0.629213483146067 | 25 | 25: 10, 27: 9, 29: 9, 33: 16, 37: 9, 44: 18, 67: 8, 72: 10 | 41.1573033707865 | 2628 | 0.637433155080214 | 0.637433155080214 | 0.587700534759358 | 0.459016393442623 | 0.182577233509602 | 0.296269871484286 | 0.518518518518518 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.763636363636364 | 0.617647058823529 | 0.654545454545455 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | uni | rtx | 0.662921348314607 | 50 | 52: 9, 57: 18, 59: 9, 66: 8, 70: 9, 80: 8, 82: 9, 88: 10, 93: 9 | 70.5393258426966 | 2628 | 0.636898395721925 | 0.636898395721925 | 0.614973262032086 | 0.482758620689655 | 0.243626062322946 | 0.10034824646229 | 0.583333333333333 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.818181818181818 | 0.558823529411765 | 0.727272727272727 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | uni | any | 0.669642857142857 | 100 | 100: 11, 107: 11, 109: 12, 116: 12, 139: 22, 151: 11, 157: 11, 163: 11, 166: 11 | 134.303571428571 | 2628 | 0.635546875 | 0.635546875 | 0.534375 | 0.786127167630058 | 0.0782918149466191 | 0.0485197382802506 | 0.731182795698925 | 0.714285714285714 | 0.85 | 0.85 | 0.21875 | 0.575 | 0.71875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_glmnet_10.rdata |
| rf | Test Stats | uni | any | 0.741071428571429 | 50 | 56: 11, 57: 11, 58: 12, 59: 11, 63: 11, 66: 11, 68: 12, 69: 11, 91: 11, 117: 11 | 70.2678571428571 | 2628 | 0.635546875 | 0.635546875 | 0.63125 | 0.830409356725146 | 0.292682926829268 | 0.0633177868300456 | 0.78021978021978 | 0.714285714285714 | 0.8875 | 0.8875 | 0.375 | 0.8625 | 0.40625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_rf_10.rdata |
| rf | Test Stats | uni | rtx | 0.595505617977528 | 25 | 25: 9, 26: 9, 27: 8, 29: 10, 34: 19, 37: 9, 39: 8, 48: 8, 52: 9 | 34.9213483146067 | 1438 | 0.635026737967914 | 0.635026737967914 | 0.560427807486631 | 0.4375 | 0.12363238512035 | 0.617075077451974 | 0.466666666666667 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.709090909090909 | 0.794117647058823 | 0.527272727272727 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | any | 0.741071428571429 | 100 | 104: 11, 105: 11, 107: 12, 118: 11, 121: 11, 136: 23, 139: 11, 142: 11, 178: 11 | 128.473214285714 | 2628 | 0.634765625 | 0.634765625 | 0.63125 | 0.830409356725146 | 0.292682926829268 | 0.0633177868300456 | 0.78021978021978 | 0.714285714285714 | 0.8875 | 0.8875 | 0.375 | 0.7625 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_svmRadial_10.rdata |
| rf | Test Stats | uni | toc | 0.54639175257732 | 25 | 25: 19, 26: 21, 27: 20, 28: 9, 29: 9, 30: 9, 32: 10 | 27.4639175257732 | 1438 | 0.632566069906223 | 0.632566069906223 | 0.545183290707587 | 0.521739130434783 | 0.0903665814151746 | 1 | 0.521739130434783 | 0.474226804123711 | 0.521739130434783 | 0.521739130434783 | 0.568627450980392 | 0.847826086956522 | 0.490196078431373 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | uni | any | 0.714285714285714 | 25 | 26: 11, 32: 11, 39: 11, 41: 45, 42: 11, 43: 12, 47: 11 | 39.3482142857143 | 1438 | 0.632421875 | 0.632421875 | 0.575 | 0.818181818181818 | 0.176470588235294 | 0.00800994232988003 | 0.75 | 0.714285714285714 | 0.9 | 0.9 | 0.25 | 0.6375 | 0.71875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| gbm | Test Stats | uni | any | 0.732142857142857 | 50 | 64: 22, 65: 11, 66: 34, 68: 11, 71: 11, 85: 11, 93: 12 | 70.9553571428571 | 2628 | 0.63203125 | 0.63203125 | 0.634375 | 0.821428571428572 | 0.290540540540541 | 0.201242620957724 | 0.784090909090909 | 0.714285714285714 | 0.8625 | 0.8625 | 0.40625 | 0.725 | 0.625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_gbm_10.rdata |
| rf | Test Stats | uni | rtx | 0.629213483146067 | 50 | 51: 9, 52: 10, 55: 18, 56: 9, 63: 8, 66: 8, 74: 9, 88: 9, 91: 9 | 64.9662921348315 | 2628 | 0.631818181818182 | 0.631818181818182 | 0.598930481283422 | 0.492307692307692 | 0.201251019853141 | 0.72772354666955 | 0.516129032258065 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.727272727272727 | 0.823529411764706 | 0.509090909090909 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_rf_10.rdata |
| rf | Test Stats | uni | rtx | 0.629213483146067 | 50 | 52: 9, 53: 9, 55: 10, 59: 8, 60: 9, 65: 10, 66: 8, 69: 9, 70: 8, 72: 9 | 61.9550561797753 | 1438 | 0.631550802139037 | 0.631550802139037 | 0.598930481283422 | 0.492307692307692 | 0.201251019853141 | 0.72772354666955 | 0.516129032258065 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.727272727272727 | 0.676470588235294 | 0.618181818181818 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | any | 0.732142857142857 | 25 | 30: 11, 32: 12, 33: 11, 36: 11, 39: 23, 49: 11, 57: 22, 85: 11 | 45.5178571428571 | 2628 | 0.63125 | 0.63125 | 0.625 | 0.823529411764706 | 0.275862068965517 | 0.10034824646229 | 0.777777777777778 | 0.714285714285714 | 0.875 | 0.875 | 0.375 | 0.8375 | 0.46875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | rfe | rtx | 0.617977528089888 | 25 | 50: 9, 1447: 80 | 1305.73033707865 | 1438 | 0.629411764705882 | 0.629411764705882 | 0.539304812834225 | 0.291666666666667 | 0.0885542168674699 | 0.00112013488271108 | 0.5 | 0.382022471910112 | 0.205882352941176 | 0.205882352941176 | 0.872727272727273 | 0.647058823529412 | 0.672727272727273 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | rfe | rtx | 0.595505617977528 | 30 | 50: 35, 1447: 54 | 897.61797752809 | 1438 | 0.62620320855615 | 0.62620320855615 | 0.521122994652406 | 0.28 | 0.0469958358120166 | 0.00460653226339178 | 0.4375 | 0.382022471910112 | 0.205882352941176 | 0.205882352941176 | 0.836363636363636 | 0.852941176470588 | 0.472727272727273 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | none | toc | 0.608247422680412 | 30 | 1447: 97 | 1447 | 1438 | 0.625745950554135 | 0.625745950554135 | 0.607203751065644 | 0.58695652173913 | 0.214407502131287 | 1 | 0.58695652173913 | 0.474226804123711 | 0.58695652173913 | 0.58695652173913 | 0.627450980392157 | 0.58695652173913 | 0.666666666666667 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| glmnet | Test Stats | none | rtx | 0.595505617977528 | 30 | 1447: 89 | 1447 | 1438 | 0.624598930481283 | 0.624598930481283 | 0.521122994652406 | 0.28 | 0.0469958358120166 | 0.00460653226339178 | 0.4375 | 0.382022471910112 | 0.205882352941176 | 0.205882352941176 | 0.836363636363636 | 0.794117647058823 | 0.454545454545455 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_glmnet_10.rdata |
| svmRadial | Test Stats | rfe | rtx | 0.606741573033708 | 50 | 50: 19, 1447: 70 | 1148.76404494382 | 1438 | 0.624598930481283 | 0.624598930481283 | 0.552673796791444 | 0.385964912280702 | 0.112282701624395 | 0.0909689479753577 | 0.478260869565217 | 0.382022471910112 | 0.323529411764706 | 0.323529411764706 | 0.781818181818182 | 0.647058823529412 | 0.690909090909091 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| glmnet | Test Stats | rfe | any | 0.705357142857143 | 25 | 50: 112 | 50 | 1438 | 0.623828125 | 0.623828125 | 0.540625 | 0.81767955801105 | 0.101167315175098 | 0.000498514893575205 | 0.732673267326733 | 0.714285714285714 | 0.925 | 0.925 | 0.15625 | 0.4625 | 0.78125 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| gbm | Test Stats | uni | any | 0.705357142857143 | 25 | 26: 11, 27: 11, 28: 11, 36: 11, 39: 11, 43: 23, 50: 11, 59: 12, 89: 11 | 44.125 | 2628 | 0.623828125 | 0.623828125 | 0.578125 | 0.809248554913295 | 0.177935943060498 | 0.0367138563627041 | 0.752688172043011 | 0.714285714285714 | 0.875 | 0.875 | 0.28125 | 0.775 | 0.46875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_gbm_10.rdata |
| glmnet | Test Stats | none | rtx | 0.629213483146067 | 25 | 1447: 89 | 1447 | 1438 | 0.62192513368984 | 0.62192513368984 | 0.576470588235294 | 0.421052631578947 | 0.163009404388715 | 0.0817227522986591 | 0.521739130434783 | 0.382022471910112 | 0.352941176470588 | 0.352941176470588 | 0.8 | 0.794117647058823 | 0.490909090909091 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | rfe | rtx | 0.606741573033708 | 100 | 100: 54, 2637: 35 | 1097.69662921348 | 2628 | 0.619786096256684 | 0.619786096256684 | 0.547058823529412 | 0.363636363636364 | 0.101528699163542 | 0.0425224779980516 | 0.476190476190476 | 0.382022471910112 | 0.294117647058824 | 0.294117647058824 | 0.8 | 0.823529411764706 | 0.436363636363636 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | uni | rtx | 0.651685393258427 | 25 | 31: 9, 32: 10, 34: 19, 44: 8, 49: 8, 50: 8, 52: 9, 57: 9, 60: 9 | 43.9325842696629 | 2628 | 0.619786096256684 | 0.619786096256684 | 0.622727272727273 | 0.523076923076923 | 0.249660048952951 | 0.719437544423391 | 0.548387096774194 | 0.382022471910112 | 0.5 | 0.5 | 0.745454545454545 | 0.676470588235294 | 0.581818181818182 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | none | rtx | 0.629213483146067 | 25 | 1447: 89 | 1447 | 1438 | 0.619251336898396 | 0.619251336898396 | 0.531550802139037 | 0.195121951219512 | 0.0743775606681373 | 6.01051628492323e-06 | 0.571428571428571 | 0.382022471910112 | 0.117647058823529 | 0.117647058823529 | 0.945454545454545 | 0.529411764705882 | 0.763636363636364 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| xgbLinear | Test Stats | uni | rtx | 0.662921348314607 | 50 | 55: 10, 62: 8, 65: 9, 69: 10, 70: 9, 75: 9, 76: 8, 87: 9, 97: 9, 105: 8 | 75.6179775280899 | 2628 | 0.619251336898396 | 0.619251336898396 | 0.620588235294118 | 0.5 | 0.252519596864502 | 0.201242620957724 | 0.576923076923077 | 0.382022471910112 | 0.441176470588235 | 0.441176470588235 | 0.8 | 0.558823529411765 | 0.709090909090909 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_xgbLinear_10.rdata |
| glmnet | Test Stats | none | toc | 0.587628865979381 | 50 | 1447: 97 | 1447 | 1438 | 0.617647058823529 | 0.617647058823529 | 0.585464620630861 | 0.555555555555556 | 0.171294318667236 | 0.874367061162892 | 0.568181818181818 | 0.474226804123711 | 0.543478260869565 | 0.543478260869565 | 0.627450980392157 | 0.804347826086957 | 0.509803921568627 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | uni | rtx | 0.662921348314607 | 25 | 25: 20, 26: 8, 29: 8, 30: 9, 34: 18, 35: 9, 36: 9, 48: 8 | 31.9662921348315 | 1438 | 0.617647058823529 | 0.617647058823529 | 0.609358288770053 | 0.464285714285714 | 0.234518348623853 | 0.0446097180249397 | 0.590909090909091 | 0.382022471910112 | 0.382352941176471 | 0.382352941176471 | 0.836363636363636 | 0.647058823529412 | 0.672727272727273 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_glmnet_10.rdata |
| svmPoly | Test Stats | none | toc | 0.587628865979381 | 25 | 1447: 97 | 1447 | 1438 | 0.615515771526002 | 0.615515771526002 | 0.580136402387042 | 0.5 | 0.162348877374784 | 0.0819903210003831 | 0.588235294117647 | 0.474226804123711 | 0.434782608695652 | 0.434782608695652 | 0.725490196078431 | 0.804347826086957 | 0.450980392156863 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | uni | toc | 0.54639175257732 | 50 | 57: 20, 58: 28, 59: 10, 64: 10, 65: 19, 67: 10 | 60.8144329896907 | 2628 | 0.615089514066496 | 0.615089514066496 | 0.545183290707587 | 0.521739130434783 | 0.0903665814151746 | 1 | 0.521739130434783 | 0.474226804123711 | 0.521739130434783 | 0.521739130434783 | 0.568627450980392 | 0.826086956521739 | 0.470588235294118 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | rfe | any | 0.705357142857143 | 25 | 50: 11, 1447: 101 | 1309.79464285714 | 1438 | 0.612109375 | 0.612109375 | 0.53125 | 0.819672131147541 | 0.0796812749003987 | 0.000128295178195321 | 0.728155339805825 | 0.714285714285714 | 0.9375 | 0.9375 | 0.125 | 0.2875 | 0.9375 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | uni | any | 0.714285714285714 | 50 | 57: 12, 58: 11, 62: 11, 67: 11, 69: 11, 79: 12, 84: 11, 85: 11, 89: 11, 90: 11 | 73.8928571428571 | 2628 | 0.609765625 | 0.609765625 | 0.584375 | 0.816091954022989 | 0.194244604316547 | 0.0215562667600163 | 0.75531914893617 | 0.714285714285714 | 0.8875 | 0.8875 | 0.28125 | 0.7375 | 0.53125 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_svmPoly_10.rdata |
| svmRadial | Test Stats | uni | toc | 0.577319587628866 | 25 | 25: 9, 27: 47, 30: 11, 31: 10, 33: 10, 35: 10 | 29.0103092783505 | 1438 | 0.609121909633419 | 0.609121909633419 | 0.578857630008525 | 0.577319587628866 | 0.15687937248251 | 0.532171224148849 | 0.549019607843137 | 0.474226804123711 | 0.608695652173913 | 0.608695652173913 | 0.549019607843137 | 0.847826086956522 | 0.470588235294118 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| glmnet | Test Stats | none | toc | 0.54639175257732 | 30 | 1447: 97 | 1447 | 1438 | 0.608695652173913 | 0.608695652173913 | 0.546248934356351 | 0.531914893617021 | 0.092301148447469 | 0.880168454906725 | 0.520833333333333 | 0.474226804123711 | 0.543478260869565 | 0.543478260869565 | 0.549019607843137 | 0.782608695652174 | 0.490196078431373 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | rfe | toc | 0.556701030927835 | 100 | 100: 59, 2637: 38 | 1093.87628865979 | 2628 | 0.606990622335891 | 0.606990622335891 | 0.553921568627451 | 0.51685393258427 | 0.108189010049177 | 0.760368330055203 | 0.534883720930233 | 0.474226804123711 | 0.5 | 0.5 | 0.607843137254902 | 0.826086956521739 | 0.392156862745098 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_rf_10.rdata |
| glmnet | Test Stats | none | rtx | 0.595505617977528 | 50 | 1447: 89 | 1447 | 1438 | 0.606149732620321 | 0.606149732620321 | 0.521122994652406 | 0.28 | 0.0469958358120166 | 0.00460653226339178 | 0.4375 | 0.382022471910112 | 0.205882352941176 | 0.205882352941176 | 0.836363636363636 | 0.529411764705882 | 0.745454545454545 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_glmnet_10.rdata |
| gbm | Test Stats | uni | rtx | 0.629213483146067 | 25 | 27: 9, 30: 8, 32: 10, 34: 9, 36: 8, 40: 9, 44: 9, 45: 9, 58: 9, 106: 9 | 45.3258426966292 | 2628 | 0.605347593582888 | 0.605347593582888 | 0.604545454545454 | 0.507462686567164 | 0.210271578381285 | 1 | 0.515151515151515 | 0.382022471910112 | 0.5 | 0.5 | 0.709090909090909 | 0.441176470588235 | 0.781818181818182 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_gbm_10.rdata |
| glmnet | Test Stats | uni | toc | 0.587628865979381 | 50 | 51: 19, 56: 10, 57: 19, 59: 29, 64: 10, 66: 10 | 57.9690721649485 | 1438 | 0.604859335038363 | 0.604859335038363 | 0.584398976982097 | 0.545454545454545 | 0.169520547945205 | 0.635256295997248 | 0.571428571428571 | 0.474226804123711 | 0.521739130434783 | 0.521739130434783 | 0.647058823529412 | 0.826086956521739 | 0.470588235294118 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_glmnet_10.rdata |
| gbm | Test Stats | uni | toc | 0.577319587628866 | 50 | 50: 10, 51: 19, 52: 10, 54: 9, 56: 10, 58: 9, 60: 10, 62: 10, 66: 10 | 56.0515463917526 | 2628 | 0.601449275362319 | 0.601449275362319 | 0.573529411764706 | 0.528735632183908 | 0.147846582386972 | 0.532171224148849 | 0.560975609756098 | 0.474226804123711 | 0.5 | 0.5 | 0.647058823529412 | 0.630434782608696 | 0.647058823529412 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_gbm_10.rdata |
| xgbLinear | Test Stats | uni | any | 0.6875 | 25 | 26: 12, 27: 23, 28: 22, 30: 11, 31: 22, 34: 11, 55: 11 | 31.6071428571429 | 2628 | 0.600390625 | 0.600390625 | 0.584375 | 0.790419161676647 | 0.180602006688963 | 0.310494434317235 | 0.758620689655172 | 0.714285714285714 | 0.825 | 0.825 | 0.34375 | 0.6875 | 0.59375 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_xgbLinear_10.rdata |
| svmRadial | Test Stats | none | toc | 0.577319587628866 | 25 | 1447: 97 | 1447 | 1438 | 0.599744245524297 | 0.599744245524297 | 0.573529411764706 | 0.528735632183908 | 0.147846582386972 | 0.532171224148849 | 0.560975609756098 | 0.474226804123711 | 0.5 | 0.5 | 0.647058823529412 | 0.717391304347826 | 0.529411764705882 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| glmnet | Test Stats | uni | any | 0.696428571428571 | 50 | 55: 23, 57: 12, 58: 11, 68: 11, 73: 11, 78: 11, 79: 11, 90: 11, 94: 11 | 70.4375 | 2628 | 0.59921875 | 0.59921875 | 0.571875 | 0.802325581395349 | 0.161971830985915 | 0.0592297037272792 | 0.75 | 0.714285714285714 | 0.8625 | 0.8625 | 0.28125 | 0.575 | 0.6875 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_glmnet_10.rdata |
| svmRadial | Test Stats | rfe | toc | 0.525773195876289 | 50 | 1447: 97 | 1447 | 1438 | 0.598891730605286 | 0.598891730605286 | 0.515984654731458 | 0.394736842105263 | 0.0325238508239376 | 0.0269922862724023 | 0.5 | 0.474226804123711 | 0.326086956521739 | 0.326086956521739 | 0.705882352941177 | 0.717391304347826 | 0.529411764705882 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | none | toc | 0.556701030927835 | 50 | 1447: 97 | 1447 | 1438 | 0.596334185848252 | 0.596334185848252 | 0.553921568627451 | 0.51685393258427 | 0.108189010049177 | 0.760368330055203 | 0.534883720930233 | 0.474226804123711 | 0.5 | 0.5 | 0.607843137254902 | 0.847826086956522 | 0.431372549019608 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | uni | any | 0.723214285714286 | 50 | 52: 11, 54: 12, 59: 22, 60: 11, 61: 23, 64: 11, 74: 11, 84: 11 | 62.7053571428571 | 1438 | 0.5921875 | 0.5921875 | 0.58125 | 0.824858757062147 | 0.193308550185874 | 0.0040571360323713 | 0.752577319587629 | 0.714285714285714 | 0.9125 | 0.9125 | 0.25 | 0.8625 | 0.40625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | rfe | toc | 0.54639175257732 | 25 | 50: 78, 1447: 19 | 323.639175257732 | 1438 | 0.59079283887468 | 0.59079283887468 | 0.54305200341006 | 0.5 | 0.0864726027397259 | 0.651076634077834 | 0.523809523809524 | 0.474226804123711 | 0.478260869565217 | 0.478260869565217 | 0.607843137254902 | 0.717391304347826 | 0.490196078431373 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| gbm | Test Stats | uni | toc | 0.587628865979381 | 50 | 76: 9, 83: 10, 85: 19, 106: 9, 108: 10, 116: 10, 127: 11, 136: 10, 149: 9 | 107.432989690722 | 1438 | 0.589940323955669 | 0.589940323955669 | 0.581202046035806 | 0.51219512195122 | 0.164153382162861 | 0.154728923485379 | 0.583333333333333 | 0.474226804123711 | 0.456521739130435 | 0.456521739130435 | 0.705882352941177 | 0.934782608695652 | 0.313725490196078 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_gbm_10.rdata |
| rf | Test Stats | uni | rtx | 0.606741573033708 | 100 | 108: 9, 111: 18, 119: 9, 121: 8, 122: 8, 135: 10, 140: 9, 141: 9, 146: 9 | 125.595505617978 | 2628 | 0.587967914438503 | 0.587967914438503 | 0.586363636363636 | 0.492753623188406 | 0.171762829034831 | 1 | 0.485714285714286 | 0.382022471910112 | 0.5 | 0.5 | 0.672727272727273 | 0.647058823529412 | 0.618181818181818 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_rf_10.rdata |
| mda | Test Stats | uni | rtx | 0.550561797752809 | 25 | 29: 10, 30: 8, 31: 10, 32: 9, 35: 17, 45: 18, 55: 8, 71: 9 | 40.5842696629214 | 2628 | 0.587700534759358 | 0.587700534759358 | 0.535294117647059 | 0.444444444444444 | 0.0690376569037658 | 0.635256295997248 | 0.421052631578947 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.6 | 0.882352941176471 | 0.345454545454545 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_mda_10.rdata |
| glmnet | Test Stats | rfe | any | 0.660714285714286 | 50 | 50: 89, 1447: 23 | 336.883928571429 | 1438 | 0.5875 | 0.5875 | 0.51875 | 0.781609195402299 | 0.0431654676258992 | 0.0349550726436305 | 0.723404255319149 | 0.714285714285714 | 0.85 | 0.85 | 0.1875 | 0.4 | 0.75 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| rf | Test Stats | none | toc | 0.525773195876289 | 50 | 1447: 97 | 1447 | 1438 | 0.586317135549872 | 0.586317135549872 | 0.522378516624041 | 0.477272727272727 | 0.0449486301369863 | 0.658253414311283 | 0.5 | 0.474226804123711 | 0.456521739130435 | 0.456521739130435 | 0.588235294117647 | 0.804347826086957 | 0.470588235294118 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | toc | 0.556701030927835 | 50 | 52: 9, 54: 10, 57: 9, 58: 10, 59: 10, 61: 10, 62: 10, 63: 20, 69: 9 | 59.8144329896907 | 1438 | 0.586104006820119 | 0.586104006820119 | 0.557118499573743 | 0.547368421052632 | 0.113872955173147 | 0.760368330055203 | 0.530612244897959 | 0.474226804123711 | 0.565217391304348 | 0.565217391304348 | 0.549019607843137 | 0.891304347826087 | 0.372549019607843 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | none | rtx | 0.617977528089888 | 30 | 1447: 89 | 1447 | 1438 | 0.586096256684492 | 0.586096256684492 | 0.52807486631016 | 0.227272727272727 | 0.0648949320148332 | 7.99775128061872e-05 | 0.5 | 0.382022471910112 | 0.147058823529412 | 0.147058823529412 | 0.909090909090909 | 0.676470588235294 | 0.527272727272727 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| gbm | Test Stats | uni | any | 0.723214285714286 | 100 | 101: 11, 106: 11, 108: 11, 114: 11, 115: 11, 117: 11, 124: 11, 139: 12, 141: 11, 153: 12 | 122.232142857143 | 2628 | 0.5859375 | 0.5859375 | 0.61875 | 0.816568047337278 | 0.25938566552901 | 0.150762775026645 | 0.775280898876405 | 0.714285714285714 | 0.8625 | 0.8625 | 0.375 | 0.8875 | 0.375 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_gbm_10.rdata |
| rf | Test Stats | uni | toc | 0.577319587628866 | 50 | 50: 10, 56: 10, 57: 20, 58: 10, 60: 9, 61: 10, 63: 9, 64: 10, 70: 9 | 59.4536082474227 | 1438 | 0.585890878090367 | 0.585890878090367 | 0.575660699062233 | 0.549450549450549 | 0.151482824834649 | 1 | 0.555555555555556 | 0.474226804123711 | 0.543478260869565 | 0.543478260869565 | 0.607843137254902 | 0.934782608695652 | 0.254901960784314 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | none | toc | 0.556701030927835 | 50 | 1447: 97 | 1447 | 1438 | 0.585677749360614 | 0.585677749360614 | 0.551790281329923 | 0.494117647058824 | 0.10435902941808 | 0.360196133386002 | 0.538461538461538 | 0.474226804123711 | 0.456521739130435 | 0.456521739130435 | 0.647058823529412 | 0.630434782608696 | 0.568627450980392 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | uni | any | 0.660714285714286 | 25 | 25: 11, 26: 11, 31: 11, 32: 22, 39: 11, 41: 24, 61: 11, 83: 11 | 41.0982142857143 | 1438 | 0.585546875 | 0.585546875 | 0.5375 | 0.776470588235294 | 0.082758620689655 | 0.144292055440106 | 0.733333333333333 | 0.714285714285714 | 0.825 | 0.825 | 0.25 | 0.65 | 0.59375 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | uni | toc | 0.56701030927835 | 25 | 25: 10, 27: 18, 28: 19, 30: 20, 32: 10, 33: 10, 34: 10 | 29.4639175257732 | 1438 | 0.585464620630861 | 0.585464620630861 | 0.561594202898551 | 0.5 | 0.124247635425623 | 0.280087210811497 | 0.552631578947368 | 0.474226804123711 | 0.456521739130435 | 0.456521739130435 | 0.666666666666667 | 0.652173913043478 | 0.588235294117647 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_glmnet_10.rdata |
| svmRadial | Test Stats | rfe | toc | 0.556701030927835 | 100 | 100: 19, 2637: 78 | 2140.0618556701 | 2628 | 0.583120204603581 | 0.583120204603581 | 0.546462063086104 | 0.426666666666667 | 0.094638593444758 | 0.0146881919458478 | 0.551724137931034 | 0.474226804123711 | 0.347826086956522 | 0.347826086956522 | 0.745098039215686 | 0.847826086956522 | 0.333333333333333 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_svmRadial_10.rdata |
| gbm | Test Stats | uni | rtx | 0.595505617977528 | 50 | 182: 9, 251: 9, 254: 10, 263: 8, 285: 10, 304: 8, 309: 9, 345: 9, 348: 9, 365: 8 | 289.449438202247 | 1438 | 0.582887700534759 | 0.582887700534759 | 0.560427807486631 | 0.4375 | 0.12363238512035 | 0.617075077451974 | 0.466666666666667 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.709090909090909 | 0.705882352941177 | 0.545454545454545 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_gbm_10.rdata |
| xgbLinear | Test Stats | uni | rtx | 0.606741573033708 | 100 | 103: 9, 108: 8, 114: 18, 123: 9, 130: 8, 131: 9, 132: 9, 133: 10, 154: 9 | 124.415730337079 | 2628 | 0.582887700534759 | 0.582887700534759 | 0.597593582887701 | 0.520547945205479 | 0.189856957087126 | 0.498962298603761 | 0.487179487179487 | 0.382022471910112 | 0.558823529411765 | 0.558823529411765 | 0.636363636363636 | 0.617647058823529 | 0.636363636363636 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9_ml_nested_xgbLinear_10.rdata |
| svmPoly | Test Stats | uni | toc | 0.556701030927835 | 30 | 31: 9, 33: 29, 34: 40, 35: 10, 37: 9 | 33.8041237113402 | 1438 | 0.580562659846547 | 0.580562659846547 | 0.557118499573743 | 0.547368421052632 | 0.113872955173147 | 0.760368330055203 | 0.530612244897959 | 0.474226804123711 | 0.565217391304348 | 0.565217391304348 | 0.549019607843137 | 0.869565217391304 | 0.372549019607843 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| svmPoly | Test Stats | rfe | toc | 0.556701030927835 | 50 | 50: 40, 1447: 57 | 870.917525773196 | 1438 | 0.577152600170503 | 0.577152600170503 | 0.553921568627451 | 0.51685393258427 | 0.108189010049177 | 0.760368330055203 | 0.534883720930233 | 0.474226804123711 | 0.5 | 0.5 | 0.607843137254902 | 0.891304347826087 | 0.392156862745098 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| xgbLinear | Test Stats | uni | rtx | 0.584269662921348 | 25 | 27: 8, 30: 9, 32: 8, 35: 29, 37: 9, 42: 9, 47: 8, 65: 9 | 38.5280898876404 | 2628 | 0.575935828877005 | 0.575935828877005 | 0.556951871657754 | 0.447761194029851 | 0.114546921215381 | 1 | 0.454545454545455 | 0.382022471910112 | 0.441176470588235 | 0.441176470588235 | 0.672727272727273 | 0.647058823529412 | 0.545454545454545 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_xgbLinear_10.rdata |
| glmnet | Test Stats | rfe | toc | 0.556701030927835 | 50 | 50: 49, 1447: 48 | 741.298969072165 | 1438 | 0.57459505541347 | 0.57459505541347 | 0.550724637681159 | 0.481927710843373 | 0.102431676350334 | 0.222469210664689 | 0.540540540540541 | 0.474226804123711 | 0.434782608695652 | 0.434782608695652 | 0.666666666666667 | 0.673913043478261 | 0.529411764705882 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| glmnet | Test Stats | rfe | any | 0.696428571428571 | 100 | 100: 44, 2637: 68 | 1640.32142857143 | 2628 | 0.57421875 | 0.57421875 | 0.525 | 0.813186813186813 | 0.062992125984252 | 0.00031642259044629 | 0.725490196078431 | 0.714285714285714 | 0.925 | 0.925 | 0.125 | 0.6125 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_rf_10.rdata |
| glmnet | Test Stats | rfe | toc | 0.577319587628866 | 30 | 50: 56, 1447: 41 | 640.484536082474 | 1438 | 0.574168797953964 | 0.574168797953964 | 0.573529411764706 | 0.528735632183908 | 0.147846582386972 | 0.532171224148849 | 0.560975609756098 | 0.474226804123711 | 0.5 | 0.5 | 0.647058823529412 | 0.630434782608696 | 0.588235294117647 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | uni | toc | 0.54639175257732 | 25 | 26: 10, 28: 9, 32: 20, 33: 29, 35: 19, 39: 10 | 32.6185567010309 | 2628 | 0.573742540494459 | 0.573742540494459 | 0.545183290707587 | 0.521739130434783 | 0.0903665814151746 | 1 | 0.521739130434783 | 0.474226804123711 | 0.521739130434783 | 0.521739130434783 | 0.568627450980392 | 1 | 0.274509803921569 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_svmRadial_10.rdata |
| svmRadial | Test Stats | uni | toc | 0.505154639175258 | 30 | 32: 9, 33: 10, 34: 30, 36: 19, 39: 10, 40: 10, 41: 9 | 35.8865979381443 | 1438 | 0.572463768115942 | 0.572463768115942 | 0.500639386189258 | 0.441860465116279 | 0.00128700128700119 | 0.47048642205879 | 0.475 | 0.474226804123711 | 0.41304347826087 | 0.41304347826087 | 0.588235294117647 | 0.782608695652174 | 0.450980392156863 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | none | toc | 0.56701030927835 | 30 | 1447: 97 | 1447 | 1438 | 0.57075873827792 | 0.57075873827792 | 0.556265984654731 | 0.432432432432432 | 0.114732724902216 | 0.00871191296237958 | 0.571428571428571 | 0.474226804123711 | 0.347826086956522 | 0.347826086956522 | 0.764705882352941 | 0.739130434782609 | 0.450980392156863 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | uni | toc | 0.536082474226804 | 25 | 25: 29, 27: 10, 28: 9, 29: 10, 30: 10, 32: 10, 33: 9, 36: 10 | 29.0103092783505 | 2628 | 0.569693094629156 | 0.569693094629156 | 0.531116794543904 | 0.470588235294118 | 0.0627013098561305 | 0.371093369522698 | 0.512820512820513 | 0.474226804123711 | 0.434782608695652 | 0.434782608695652 | 0.627450980392157 | 0.91304347826087 | 0.313725490196078 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | rtx | 0.606741573033708 | 30 | 30: 18, 32: 10, 35: 8, 37: 8, 38: 18, 39: 18, 44: 9 | 36.1573033707865 | 1438 | 0.56951871657754 | 0.56951871657754 | 0.56951871657754 | 0.444444444444444 | 0.143053645116919 | 0.498962298603761 | 0.482758620689655 | 0.382022471910112 | 0.411764705882353 | 0.411764705882353 | 0.727272727272727 | 0.647058823529412 | 0.545454545454545 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_glmnet_10.rdata |
| rf | Test Stats | none | toc | 0.56701030927835 | 30 | 1447: 97 | 1447 | 1438 | 0.567561807331628 | 0.567561807331628 | 0.563725490196078 | 0.522727272727273 | 0.127996575342466 | 0.64342884356362 | 0.547619047619048 | 0.474226804123711 | 0.5 | 0.5 | 0.627450980392157 | 0.956521739130435 | 0.254901960784314 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| rf | Test Stats | rfe | toc | 0.556701030927835 | 30 | 50: 59, 1447: 38 | 597.278350515464 | 1438 | 0.567348678601876 | 0.567348678601876 | 0.552855924978687 | 0.505747126436782 | 0.106278122991215 | 0.541865595787252 | 0.536585365853659 | 0.474226804123711 | 0.478260869565217 | 0.478260869565217 | 0.627450980392157 | 0.565217391304348 | 0.607843137254902 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | any | 0.651785714285714 | 30 | 31: 11, 32: 11, 33: 11, 36: 11, 37: 11, 39: 11, 41: 11, 44: 12, 47: 11, 60: 12 | 40.2142857142857 | 1438 | 0.566796875 | 0.566796875 | 0.53125 | 0.769230769230769 | 0.0682593856655292 | 0.200184804177579 | 0.730337078651685 | 0.714285714285714 | 0.8125 | 0.8125 | 0.25 | 0.5375 | 0.71875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_glmnet_10.rdata |
| mda | Test Stats | uni | any | 0.607142857142857 | 25 | 27: 11, 30: 11, 39: 11, 42: 22, 47: 11, 52: 11, 59: 12, 61: 11, 66: 12 | 46.7857142857143 | 2628 | 0.566015625 | 0.566015625 | 0.565625 | 0.706666666666667 | 0.12 | 0.174844433610415 | 0.757142857142857 | 0.714285714285714 | 0.6625 | 0.6625 | 0.46875 | 0.875 | 0.34375 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_mda_10.rdata |
| svmRadial | Test Stats | uni | any | 0.6875 | 25 | 25: 11, 34: 11, 35: 11, 36: 12, 37: 12, 38: 11, 39: 11, 40: 22, 49: 11 | 37.2857142857143 | 1438 | 0.565625 | 0.565625 | 0.55625 | 0.797687861271676 | 0.128113879003559 | 0.0425224779980516 | 0.741935483870968 | 0.714285714285714 | 0.8625 | 0.8625 | 0.25 | 0.6875 | 0.5625 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| mda | Test Stats | uni | toc | 0.54639175257732 | 25 | 26: 20, 29: 19, 31: 19, 32: 10, 33: 9, 34: 10, 36: 10 | 30.6907216494845 | 2628 | 0.565217391304348 | 0.565217391304348 | 0.547314578005115 | 0.541666666666667 | 0.0942275042444822 | 0.651076634077834 | 0.52 | 0.474226804123711 | 0.565217391304348 | 0.565217391304348 | 0.529411764705882 | 0.847826086956522 | 0.352941176470588 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_mda_10.rdata |
| pda | Test Stats | uni | any | 0.633928571428571 | 25 | 26: 12, 27: 12, 35: 11, 36: 11, 48: 11, 49: 11, 55: 11, 56: 22, 121: 11 | 50.4642857142857 | 2628 | 0.5640625 | 0.5640625 | 0.575 | 0.735483870967742 | 0.143283582089552 | 0.532171224148849 | 0.76 | 0.714285714285714 | 0.7125 | 0.7125 | 0.4375 | 0.5875 | 0.65625 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_pda_10.rdata |
| glmnet | Test Stats | uni | toc | 0.597938144329897 | 25 | 25: 10, 26: 10, 27: 10, 28: 10, 29: 19, 30: 9, 34: 10, 35: 9, 36: 10 | 29.8556701030928 | 2628 | 0.56308610400682 | 0.56308610400682 | 0.593137254901961 | 0.541176470588235 | 0.18767446854198 | 0.336668367610039 | 0.58974358974359 | 0.474226804123711 | 0.5 | 0.5 | 0.686274509803922 | 0.5 | 0.686274509803922 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_glmnet_10.rdata |
| glmnet | Test Stats | rfe | any | 0.696428571428571 | 30 | 50: 90, 1447: 22 | 324.410714285714 | 1438 | 0.562890625 | 0.562890625 | 0.515625 | 0.815217391304348 | 0.0403225806451609 | 7.99775128061872e-05 | 0.721153846153846 | 0.714285714285714 | 0.9375 | 0.9375 | 0.09375 | 0.1375 | 0.96875 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | uni | toc | 0.536082474226804 | 50 | 53: 28, 57: 10, 58: 11, 62: 19, 63: 20, 67: 9 | 59.1030927835052 | 2628 | 0.562659846547315 | 0.562659846547315 | 0.533248081841432 | 0.49438202247191 | 0.0667094291212315 | 0.765594483995764 | 0.511627906976744 | 0.474226804123711 | 0.478260869565217 | 0.478260869565217 | 0.588235294117647 | 0.760869565217391 | 0.431372549019608 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_svmPoly_10.rdata |
| pda | Test Stats | uni | toc | 0.536082474226804 | 25 | 25: 9, 26: 10, 28: 9, 29: 10, 31: 10, 32: 10, 33: 10, 35: 20, 38: 9 | 31.2268041237113 | 2628 | 0.562233589087809 | 0.562233589087809 | 0.539641943734015 | 0.554455445544554 | 0.0785307156428119 | 0.233037982273905 | 0.509090909090909 | 0.474226804123711 | 0.608695652173913 | 0.608695652173913 | 0.470588235294118 | 0.826086956521739 | 0.372549019607843 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_pda_10.rdata |
| svmRadial | Test Stats | rfe | toc | 0.54639175257732 | 50 | 2637: 97 | 2637 | 2628 | 0.561381074168798 | 0.561381074168798 | 0.538789428815004 | 0.45 | 0.0785837651122624 | 0.0972544284390032 | 0.529411764705882 | 0.474226804123711 | 0.391304347826087 | 0.391304347826087 | 0.686274509803922 | 0.760869565217391 | 0.411764705882353 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | uni | toc | 0.536082474226804 | 25 | 25: 9, 28: 10, 31: 9, 32: 19, 33: 19, 34: 11, 35: 10, 37: 10 | 32.0927835051546 | 2628 | 0.560102301790281 | 0.560102301790281 | 0.537510656436488 | 0.536082474226804 | 0.0746237015051939 | 0.550984987585094 | 0.509803921568627 | 0.474226804123711 | 0.565217391304348 | 0.565217391304348 | 0.509803921568627 | 0.826086956521739 | 0.352941176470588 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_svmPoly_10.rdata |
| pda | Test Stats | uni | rtx | 0.550561797752809 | 25 | 29: 10, 30: 18, 34: 8, 46: 8, 48: 8, 53: 9, 64: 10, 65: 10, 67: 8 | 46.7078651685393 | 2628 | 0.557754010695187 | 0.557754010695187 | 0.540909090909091 | 0.459459459459459 | 0.0791515778582515 | 0.429195300440349 | 0.425 | 0.382022471910112 | 0.5 | 0.5 | 0.581818181818182 | 0.676470588235294 | 0.472727272727273 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_pda_10.rdata |
| glmnet | Test Stats | rfe | rtx | 0.606741573033708 | 50 | 50: 45, 1447: 44 | 740.651685393258 | 1438 | 0.557486631016043 | 0.557486631016043 | 0.507754010695187 | 0.146341463414634 | 0.018279231011661 | 1.10873702097377e-05 | 0.428571428571429 | 0.382022471910112 | 0.0882352941176471 | 0.0882352941176471 | 0.927272727272727 | 0.970588235294118 | 0.218181818181818 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| rf | Test Stats | uni | toc | 0.515463917525773 | 30 | 30: 9, 31: 10, 33: 10, 35: 10, 36: 10, 37: 19, 40: 20, 44: 9 | 36.2783505154639 | 1438 | 0.55690537084399 | 0.55690537084399 | 0.513640238704177 | 0.483516483516484 | 0.0273095796884999 | 1 | 0.488888888888889 | 0.474226804123711 | 0.478260869565217 | 0.478260869565217 | 0.549019607843137 | 0.891304347826087 | 0.372549019607843 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| rf | Test Stats | rfe | toc | 0.54639175257732 | 50 | 50: 67, 1447: 30 | 482.061855670103 | 1438 | 0.552429667519182 | 0.552429667519182 | 0.545183290707587 | 0.521739130434783 | 0.0903665814151746 | 1 | 0.521739130434783 | 0.474226804123711 | 0.521739130434783 | 0.521739130434783 | 0.568627450980392 | 0.869565217391304 | 0.372549019607843 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | any | 0.633928571428571 | 50 | 50: 23, 51: 11, 56: 11, 58: 23, 60: 11, 65: 11, 74: 11, 84: 11 | 60.4821428571429 | 1438 | 0.55234375 | 0.55234375 | 0.5 | 0.760233918128655 | -3.03280435995165e-16 | 0.118349812735629 | 0.714285714285714 | 0.714285714285714 | 0.8125 | 0.8125 | 0.1875 | 0.6625 | 0.53125 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_glmnet_10.rdata |
| xgbLinear | Test Stats | uni | toc | 0.587628865979381 | 50 | 52: 10, 53: 9, 54: 10, 55: 19, 57: 29, 63: 10, 65: 10 | 56.8556701030928 | 2628 | 0.55157715260017 | 0.55157715260017 | 0.588661551577153 | 0.583333333333333 | 0.176570458404075 | 0.635256295997248 | 0.56 | 0.474226804123711 | 0.608695652173913 | 0.608695652173913 | 0.568627450980392 | 0.608695652173913 | 0.568627450980392 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_xgbLinear_10.rdata |
| svmPoly | Test Stats | uni | toc | 0.515463917525773 | 50 | 50: 19, 51: 19, 52: 20, 54: 10, 57: 10, 64: 10, 69: 9 | 54.9484536082474 | 1438 | 0.549019607843137 | 0.549019607843137 | 0.508312020460358 | 0.419753086419753 | 0.0168212206167779 | 0.144661487772809 | 0.485714285714286 | 0.474226804123711 | 0.369565217391304 | 0.369565217391304 | 0.647058823529412 | 0.804347826086957 | 0.372549019607843 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_50/all_ml_nested_svmPoly_10.rdata |
| xgbLinear | Test Stats | uni | toc | 0.54639175257732 | 25 | 25: 30, 26: 10, 31: 9, 33: 21, 35: 9, 36: 9, 40: 9 | 30.7319587628866 | 2628 | 0.548167092924126 | 0.548167092924126 | 0.545183290707587 | 0.521739130434783 | 0.0903665814151746 | 1 | 0.521739130434783 | 0.474226804123711 | 0.521739130434783 | 0.521739130434783 | 0.568627450980392 | 0.804347826086957 | 0.372549019607843 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_xgbLinear_10.rdata |
| rf | Test Stats | rfe | toc | 0.494845360824742 | 50 | 50: 29, 2637: 68 | 1863.56701030928 | 2628 | 0.546462063086104 | 0.546462063086104 | 0.488704177323103 | 0.409638554216867 | -0.0228104153217129 | 0.253097908947116 | 0.459459459459459 | 0.474226804123711 | 0.369565217391304 | 0.369565217391304 | 0.607843137254902 | 0.847826086956522 | 0.392156862745098 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| svmRadial | Test Stats | rfe | toc | 0.556701030927835 | 30 | 50: 30, 1447: 67 | 1014.9381443299 | 1438 | 0.546035805626598 | 0.546035805626598 | 0.554987212276215 | 0.527472527472527 | 0.110091743119266 | 1 | 0.533333333333333 | 0.474226804123711 | 0.521739130434783 | 0.521739130434783 | 0.588235294117647 | 0.782608695652174 | 0.411764705882353 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmRadial_10.rdata |
| svmPoly | Test Stats | rfe | rtx | 0.584269662921348 | 50 | 50: 9, 2637: 80 | 2375.39325842697 | 2628 | 0.545454545454545 | 0.545454545454545 | 0.500802139037433 | 0.212765957446809 | 0.00181873294937862 | 0.00100909098809605 | 0.384615384615385 | 0.382022471910112 | 0.147058823529412 | 0.147058823529412 | 0.854545454545454 | 0.5 | 0.654545454545455 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | rfe | rtx | 0.617977528089888 | 30 | 50: 52, 1447: 37 | 630.775280898876 | 1438 | 0.540909090909091 | 0.540909090909091 | 0.5 | NA | 0 | 1.518559552352e-08 | NA | 0.382022471910112 | 0 | 0 | 1 | 0.970588235294118 | 0.163636363636364 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | uni | toc | 0.515463917525773 | 25 | 25: 20, 26: 18, 27: 19, 30: 11, 32: 20, 36: 9 | 28.6082474226804 | 1438 | 0.537084398976982 | 0.537084398976982 | 0.512574595055413 | 0.471910112359551 | 0.0252298481932861 | 0.770493082794424 | 0.488372093023256 | 0.474226804123711 | 0.456521739130435 | 0.456521739130435 | 0.568627450980392 | 0.652173913043478 | 0.490196078431373 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmPoly_10.rdata |
| rf | Test Stats | rfe | toc | 0.536082474226804 | 100 | 100: 50, 2637: 47 | 1329.26804123711 | 2628 | 0.536871270247229 | 0.536871270247229 | 0.532182438192668 | 0.482758620689655 | 0.0647096635954576 | 0.550984987585094 | 0.51219512195122 | 0.474226804123711 | 0.456521739130435 | 0.456521739130435 | 0.607843137254902 | 0.869565217391304 | 0.274509803921569 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_rf_10.rdata |
| glmnet | Test Stats | uni | toc | 0.494845360824742 | 50 | 50: 10, 51: 10, 52: 20, 56: 9, 57: 9, 58: 10, 59: 10, 60: 10, 61: 9 | 55.5257731958763 | 2628 | 0.536231884057971 | 0.536231884057971 | 0.491901108269395 | 0.449438202247191 | -0.016249732734659 | 0.775096962195985 | 0.465116279069767 | 0.474226804123711 | 0.434782608695652 | 0.434782608695652 | 0.549019607843137 | 0.760869565217391 | 0.450980392156863 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_glmnet_10.rdata |
| svmPoly | Test Stats | rfe | toc | 0.54639175257732 | 50 | 50: 30, 2637: 67 | 1836.89690721649 | 2628 | 0.531969309462916 | 0.531969309462916 | 0.538789428815004 | 0.45 | 0.0785837651122624 | 0.0972544284390032 | 0.529411764705882 | 0.474226804123711 | 0.391304347826087 | 0.391304347826087 | 0.686274509803922 | 0.956521739130435 | 0.156862745098039 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_svmPoly_10.rdata |
| glmnet | Test Stats | rfe | toc | 0.54639175257732 | 25 | 50: 57, 1447: 40 | 626.082474226804 | 1438 | 0.531116794543904 | 0.531116794543904 | 0.53772378516624 | 0.435897435897436 | 0.0765902206836866 | 0.0500163954856456 | 0.53125 | 0.474226804123711 | 0.369565217391304 | 0.369565217391304 | 0.705882352941177 | 0.58695652173913 | 0.549019607843137 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| rf | Test Stats | none | toc | 0.505154639175258 | 25 | 1447: 97 | 1447 | 1438 | 0.524722932651321 | 0.524722932651321 | 0.499573742540494 | 0.428571428571429 | -0.00085984522785907 | 0.312321421676216 | 0.473684210526316 | 0.474226804123711 | 0.391304347826087 | 0.391304347826087 | 0.607843137254902 | 0.956521739130435 | 0.235294117647059 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| gbm | Test Stats | uni | toc | 0.525773195876289 | 25 | 25: 9, 26: 9, 28: 21, 31: 10, 33: 9, 35: 10, 36: 10, 39: 9, 41: 10 | 32.2164948453608 | 2628 | 0.518755328218244 | 0.518755328218244 | 0.523444160272805 | 0.488888888888889 | 0.0469884664673216 | 0.882783191152826 | 0.5 | 0.474226804123711 | 0.478260869565217 | 0.478260869565217 | 0.568627450980392 | 0.521739130434783 | 0.568627450980392 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_25/all_visit9_ml_nested_gbm_10.rdata |
| pda | Test Stats | uni | rtx | 0.573033707865168 | 50 | 51: 10, 52: 10, 58: 8, 61: 10, 70: 8, 73: 18, 82: 8, 88: 8, 106: 9 | 70.6966292134831 | 2628 | 0.502666666666667 | 0.502666666666667 | 0.553475935828877 | 0.457142857142857 | 0.105764145954521 | 0.871131491597158 | 0.444444444444444 | 0.382022471910112 | 0.470588235294118 | 0.470588235294118 | 0.636363636363636 | 0.366666666666667 | 0.8 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_pda_10.rdata |
| mda | Test Stats | uni | toc | 0.536082474226804 | 50 | 53: 9, 54: 11, 55: 10, 56: 9, 57: 9, 58: 10, 59: 10, 60: 10, 65: 10, 67: 9 | 58.360824742268 | 2628 | 0.501705029838022 | 0.501705029838022 | 0.531116794543904 | 0.470588235294118 | 0.0627013098561305 | 0.371093369522698 | 0.512820512820513 | 0.474226804123711 | 0.434782608695652 | 0.434782608695652 | 0.627450980392157 | 0.434782608695652 | 0.666666666666667 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_mda_10.rdata |
| svmRadial | Test Stats | rfe | toc | 0.43298969072165 | 25 | 50: 10, 1447: 87 | 1302.9793814433 | 1438 | 0.499573742540494 | 0.499573742540494 | 0.423486786018755 | 0.285714285714286 | -0.155512237383582 | 0.0590582290905369 | 0.354838709677419 | 0.474226804123711 | 0.239130434782609 | 0.239130434782609 | 0.607843137254902 | 1 | 0.176470588235294 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_svmRadial_10.rdata |
| glmnet | Test Stats | rfe | rtx | 0.584269662921348 | 25 | 50: 53, 1447: 36 | 615.078651685393 | 1438 | 0.499197860962567 | 0.499197860962567 | 0.483957219251337 | 0.0975609756097561 | -0.0378190986448157 | 1.91675345566975e-05 | 0.285714285714286 | 0.382022471910112 | 0.0588235294117647 | 0.0588235294117647 | 0.909090909090909 | 1 | 0.0909090909090909 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_25/all_ml_nested_rf_10.rdata |
| rf | Test Stats | uni | toc | 0.525773195876289 | 50 | 51: 10, 52: 11, 58: 9, 59: 10, 60: 9, 61: 20, 64: 9, 65: 10, 68: 9 | 59.7113402061856 | 2628 | 0.498081841432225 | 0.498081841432225 | 0.523444160272805 | 0.488888888888889 | 0.0469884664673216 | 0.882783191152826 | 0.5 | 0.474226804123711 | 0.478260869565217 | 0.478260869565217 | 0.568627450980392 | 0.934782608695652 | 0.254901960784314 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | rfe | toc | 0.484536082474227 | 30 | 50: 50, 1447: 47 | 726.896907216495 | 1438 | 0.494884910485934 | 0.494884910485934 | 0.481031543052003 | 0.431818181818182 | -0.0380993150684932 | 0.671373240540873 | 0.452380952380952 | 0.474226804123711 | 0.41304347826087 | 0.41304347826087 | 0.549019607843137 | 0.91304347826087 | 0.235294117647059 | /media/lvm1/R4RA_ML_outputs/input_1438/filter_size_30/all_ml_nested_svmPoly_10.rdata |
| pda | Test Stats | uni | toc | 0.525773195876289 | 50 | 51: 10, 53: 10, 54: 10, 56: 9, 58: 19, 60: 10, 61: 10, 62: 10, 64: 9 | 57.6494845360825 | 2628 | 0.481244671781756 | 0.481244671781756 | 0.52770673486786 | 0.530612244897959 | 0.0550614146548074 | 0.460994786425578 | 0.5 | 0.474226804123711 | 0.565217391304348 | 0.565217391304348 | 0.490196078431373 | 0.565217391304348 | 0.490196078431373 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9_ml_nested_pda_10.rdata |
| glmnet | Test Stats | rfe | toc | 0.45360824742268 | 50 | 50: 59, 2637: 38 | 1063.46391752577 | 2628 | 0.474850809889173 | 0.474850809889173 | 0.449488491048593 | 0.390804597701149 | -0.101564173987572 | 0.582701982133948 | 0.414634146341463 | 0.474226804123711 | 0.369565217391304 | 0.369565217391304 | 0.529411764705882 | 0.239130434782609 | 0.823529411764706 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_50/all_visit9rfe_ml_nested_rf_10.rdata |
| svmPoly | Test Stats | rfe | toc | 0.43298969072165 | 100 | 100: 28, 2637: 69 | 1904.67010309278 | 2628 | 0.469309462915601 | 0.469309462915601 | 0.426683716965047 | 0.337349397590361 | -0.148052506993759 | 0.280712665268496 | 0.378378378378378 | 0.474226804123711 | 0.304347826086957 | 0.304347826086957 | 0.549019607843137 | 0.847826086956522 | 0.235294117647059 | /media/lvm1/R4RA_ML_outputs/input_2628/filter_size_100/all_visit9rfe_ml_nested_svmPoly_10.rdata |